Is there some sort of ICANN dispute resolution process you can go through? If you have proof of the sale (eg emails discussing pricing, receipts for the payment/transfer) and the original seller stays quiet then there may be a chance. I don't know any specifics but it's probably worth looking into, better than just losing your domain...
