Do I have to give this ebayer a refund?

Seeing that you stated the description clearly you could win your case, if you don't win you are liable for the buyer's refund which includes the original shipping price. Ebay will make the buyer pay out of pocket for the return shipping. You could try to get him to return the package on your terms before he opens a case.