If you are only paying a couple bucks in fees it is quite likely that the transaction is being coded as PIN-based in the processing system by the tax folks. What you would need to benefit from that then is a card that earns by PIN-based transactions.
Those are VERY rare. I'm not sure I've actually ever seen one.