Yes, if you open a dispute through eBay. Not if the first thing you do is initiate a chargeback with your CC provider. Chargeback is supposed to be done _after_ you've reasonably exhausted your options with the merchant.
Well, yes, you should instead do a dispute through eBay. But "I bought stolen property on your platform" is exactly the kind of problem that they have policies for and for which they will reinburse you.
