Yes, the delivery fee is refunded once you return all items that you ordered from the same seller.

If you order one item from one seller and you return the item, the delivery fee will be refunded.

If you order two items from the same seller and you return only one item, the delivery fee will not be refunded.

For more information regarding whether the delivery fee is refunded or not, you can read here.