Rubbish advice from ebay, you cannot return something you are not going to receive.
Just claim for not received to get a FULL refund, and then leave seller NEGATIVE feedback, just say “SELLER WOULD NOT HONOUR THE SALE”, then no grounds for having feedback removed.