The seller having proof the item was delivered is one of those rare situations when eBay will side with the seller regarding any claim.
Have you asked your neighbours about the delivery? If after checking with your neighbours you are sure that have not received the item then one day past the expected delivery date, open and complete an eBay case under the eBay Money Back Guarantee.
eBay Money Back Guarantee | eBay