diff --git a/src/diffusers/models/unet_2d_blocks.py b/src/diffusers/models/unet_2d_blocks.py
index f433eb5db06e..f4081c5c1cac 100644
--- a/src/diffusers/models/unet_2d_blocks.py
+++ b/src/diffusers/models/unet_2d_blocks.py
@@ -1053,7 +1053,6 @@ def __init__(
         cross_attention_dim=1280,
         attention_type="default",
         output_scale_factor=1.0,
-        downsample_padding=1,
         add_upsample=True,
     ):
         super().__init__()