diff --git a/deluge/ui/gtk3/common.py b/deluge/ui/gtk3/common.py
index 7dd043f1d..42a14b407 100644
--- a/deluge/ui/gtk3/common.py
+++ b/deluge/ui/gtk3/common.py
@@ -70,6 +70,11 @@ def get_pixbuf(filename: str, size: int = 0) -> Pixbuf:
         A newly created pixbuf
 
     """
+    # Skip ico and gif that cause Pixbuf crash on Windows
+    # https://dev.deluge-torrent.org/ticket/3501
+    if windows_check() and filename.endswith(('.ico', '.gif')):
+        return create_blank_pixbuf(size)
+
     if not os.path.isabs(filename):
         filename = get_pixmap(filename)