- Log on to YouTube.
- Click: Account
You should see your Account Overview page
- Find in the blue section the column "My Videos"
- Click: Favorites
- Click: Remove (to remove videos one by one)
... or check the check box next to all the videos you wish to remove and click on the main "Remove" button at the top next to the "Add To" button.