diff --git a/CHANGELOG.md b/CHANGELOG.md
index 09ae7da..6547c00 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 ## [2.3.0] - 2024-02-23
 
 - Make it possible to set [WeasyPrint options][2] via `WeasyTemplateResponse` (#79)
+- Add support for non-hashed path when `ManifestStaticFilesStorage` is used with `DEBUG=True`
 
 [2]: https://doc.courtbouillon.org/weasyprint/stable/api_reference.html#weasyprint.DEFAULT_OPTIONS
 
diff --git a/django_weasyprint/tests/__init__.py b/django_weasyprint/tests/__init__.py
index 765a3b7..2d086b7 100644
--- a/django_weasyprint/tests/__init__.py
+++ b/django_weasyprint/tests/__init__.py
@@ -15,6 +15,7 @@
 
 
 settings.configure(
+    DEBUG=False,
     SECRET_KEY=get_random_secret_key(),
     ALLOWED_HOSTS=['testserver'],
     ROOT_URLCONF=__name__,
diff --git a/django_weasyprint/tests/test_utils.py b/django_weasyprint/tests/test_utils.py
index e73dd4f..076e0ef 100644
--- a/django_weasyprint/tests/test_utils.py
+++ b/django_weasyprint/tests/test_utils.py
@@ -96,6 +96,18 @@ def test_manifest_static(self, mock_fetcher, mock_find, mock_open, hashed_files)
         mock_open.assert_called_once_with('/www/static/css/styles.css', 'rb')
         self.assert_data(data, '/www/static/css/styles.css', 'text/css')
 
+        mock_find.reset_mock()
+        mock_open.reset_mock()
+
+        # ManifestStaticFilesStorage.url() returns un-hashed URL with DEBUG=True,
+        # django_url_fetcher() is still able to find the file.
+        with override_settings(DEBUG=True):
+            data = django_url_fetcher('file:///static/css/styles.css')
+        mock_fetcher.assert_not_called()
+        mock_find.assert_called_once_with('css/styles.css')
+        mock_open.assert_called_once_with('/www/static/css/styles.css', 'rb')
+        self.assert_data(data, '/www/static/css/styles.css', 'text/css')
+
     @override_settings(STATIC_URL='/static/', STATIC_ROOT='/www/static')
     @mock.patch('django_weasyprint.utils.open')
     @mock.patch('django_weasyprint.utils.find', return_value=None)
diff --git a/django_weasyprint/utils.py b/django_weasyprint/utils.py
index ca90b99..e1f78c3 100644
--- a/django_weasyprint/utils.py
+++ b/django_weasyprint/utils.py
@@ -51,7 +51,7 @@ def django_url_fetcher(url, *args, **kwargs):
             # strip the STATIC_URL prefix to get the relative filesystem path
             relative_path = url_path.replace(settings.STATIC_URL, '', 1)
             # detect hashed files storage and get path with un-hashed filename
-            if hasattr(staticfiles_storage, 'hashed_files'):
+            if not settings.DEBUG and hasattr(staticfiles_storage, 'hashed_files'):
                 log.debug('Hashed static files storage detected')
                 relative_path = get_reversed_hashed_files()[relative_path]
                 data['filename'] = Path(relative_path).name