If you were to pay for an item using your credit card, then within a few months find that you didn't have title to it because the item had previously been stolen, there may be a case for seeking refund of your payment (a "chargeback") from your credit card company. I'm speculating here, no precedent comes immediately to mind. But it seems a case of paying for ownership of a specific item but not receiving that ownership. The card company may have a general time limit. Where your credit card is provided by a bank, that bank may independently refund all or part of your funds, as it sees fit, so it is in your best interest to remain on good terms with your local branch who are always keen to retain a good customer: should your credit card company not be willing to help, then your bank manager may of his/her own accord be happy to oblige.
Keep all records.