diff --git a/tests/testing_utils.py b/tests/testing_utils.py
index 7acf4399..9c9d956d 100644
--- a/tests/testing_utils.py
+++ b/tests/testing_utils.py
@@ -166,9 +166,10 @@ def _parse_base(html_content, base_url=BASE_URL):
         images.get_image_from_uri, cache={}, url_fetcher=document.url_fetcher,
         optimize_size=())
     target_collector = TargetCollector()
+    footnotes = {}
     return (
         document.etree_element, style_for, get_image_from_uri, base_url,
-        target_collector, counter_style)
+        target_collector, counter_style, footnotes)
 
 
 def parse(html_content):
diff --git a/weasyprint/document.py b/weasyprint/document.py
index 6bb7fe76..94aa4235 100644
--- a/weasyprint/document.py
+++ b/weasyprint/document.py
@@ -884,6 +884,7 @@ class Document:
         target_collector = TargetCollector()
         page_rules = []
         user_stylesheets = []
+        footnotes = {}
         image_cache = {} if image_cache is None else image_cache
         for css in stylesheets or []:
             if not hasattr(css, 'matcher'):
@@ -900,7 +901,7 @@ class Document:
         PROGRESS_LOGGER.info('Step 4 - Creating formatting structure')
         context = LayoutContext(
             style_for, get_image_from_uri, font_config, counter_style,
-            target_collector)
+            target_collector, footnotes)
         return context
 
     @classmethod
@@ -919,7 +920,8 @@ class Document:
 
         root_box = build_formatting_structure(
             html.etree_element, context.style_for, context.get_image_from_uri,
-            html.base_url, context.target_collector, counter_style)
+            html.base_url, context.target_collector, counter_style,
+            context.footnotes)
 
         page_boxes = layout_document(html, root_box, context)
         rendering = cls(
diff --git a/weasyprint/formatting_structure/build.py b/weasyprint/formatting_structure/build.py
index 089afe95..946acda7 100644
--- a/weasyprint/formatting_structure/build.py
+++ b/weasyprint/formatting_structure/build.py
@@ -51,11 +51,12 @@ ASCII_TO_WIDE.update({0x20: '\u3000', 0x2D: '\u2212'})
 
 
 def build_formatting_structure(element_tree, style_for, get_image_from_uri,
-                               base_url, target_collector, counter_style):
+                               base_url, target_collector, counter_style,
+                               footnotes):
     """Build a formatting structure (box tree) from an element tree."""
     box_list = element_to_box(
         element_tree, style_for, get_image_from_uri, base_url,
-        target_collector, counter_style)
+        target_collector, counter_style, footnotes)
     if box_list:
         box, = box_list
     else:
@@ -70,7 +71,7 @@ def build_formatting_structure(element_tree, style_for, get_image_from_uri,
             return style
         box, = element_to_box(
             element_tree, root_style_for, get_image_from_uri, base_url,
-            target_collector, counter_style)
+            target_collector, counter_style, footnotes)
 
     target_collector.check_pending_targets()
 
@@ -91,7 +92,7 @@ def make_box(element_tag, style, content, element):
 
 
 def element_to_box(element, style_for, get_image_from_uri, base_url,
-                   target_collector, counter_style, state=None):
+                   target_collector, counter_style, footnotes, state=None):
     """Convert an element and its children into a box with children.
 
     Return a list of boxes. Most of the time the list will have one item but
@@ -175,7 +176,7 @@ def element_to_box(element, style_for, get_image_from_uri, base_url,
     for child_element in element:
         children.extend(element_to_box(
             child_element, style_for, get_image_from_uri, base_url,
-            target_collector, counter_style, state))
+            target_collector, counter_style, footnotes, state))
         text = child_element.tail
         if text:
             text_box = boxes.TextBox.anonymous_from(box, text)
@@ -215,12 +216,16 @@ def element_to_box(element, style_for, get_image_from_uri, base_url,
             box.children.append(boxes.TextBox.anonymous_from(box, '​'))
 
     if style['float'] == 'footnote':
+        style['float'] = 'none'
         style = style_for(element, 'footnote-call')
         counter_values['footnote'][-1] += 1
-        box = make_box(f'{element.tag}::footnote-call', style, [], element)
-        box.children = content_to_boxes(
+        footnote_call_box = make_box(
+            f'{element.tag}::footnote-call', style, [], element)
+        footnote_call_box.children = content_to_boxes(
             style, box, quote_depth, counter_values, get_image_from_uri,
             target_collector, counter_style)
+        footnotes[footnote_call_box] = box
+        box = footnote_call_box
 
     # Specific handling for the element. (eg. replaced element)
     return html.handle_element(element, box, get_image_from_uri, base_url)
diff --git a/weasyprint/layout/__init__.py b/weasyprint/layout/__init__.py
index 073b51bf..516b5259 100644
--- a/weasyprint/layout/__init__.py
+++ b/weasyprint/layout/__init__.py
@@ -210,12 +210,13 @@ def layout_document(html, root_box, context, max_loops=8):
 
 class LayoutContext:
     def __init__(self, style_for, get_image_from_uri, font_config,
-                 counter_style, target_collector):
+                 counter_style, target_collector, footnotes):
         self.style_for = style_for
         self.get_image_from_uri = partial(get_image_from_uri, context=self)
         self.font_config = font_config
         self.counter_style = counter_style
         self.target_collector = target_collector
+        self.footnotes = footnotes
         self._excluded_shapes_lists = []
         self.excluded_shapes = None  # Not initialized yet
         self.string_set = defaultdict(lambda: defaultdict(lambda: list()))