I think that it would be the same thing that if you bought something in a second hand shop and it turned out to be stolen. The assumption is there that the person selling the goods has a legal right to sell them.
I know if I bought something on E Bay and the goods were stolen that would be the seller whos guilty, not I.
I would return nothing as it would be up to you to deal with the thief or have the police do so.