If you bought a stolen vehicle, you have the right to request a full/partial refund. However, sellers of stolen cars will usually be fraudulent. As such, there’s no guarantee you will be able to track them down to request a refund. The seller may have used false details, leaving you with fewer options, although some banks may offer a refund option for debit or credit card purchases of stolen items if you have been scammed.