buyer cancelled immediately after making several offers which were automatically rejected

Buyer made several bids on an item which were automatically rejected until he found out the minimum I would accept and won. He then immediately cancelled the offer, which meant I had to relist the item costing me £19.99 for relisting fee. This was a blatant attempt to find out the minimum price I would accept. How can I recover my e bay fees?