I'd get it back from him. No need to discuss it further; he's made it very clear that he doesn't appreciate it or want it. Take it home and love it or find someone else who does and give it to them.
If you want to give him another present, may I suggest a nice box of prunes. Oh, that wasn't nice of me. Being more kind-hearted (after all, he is your father), give him some food you know he likes. Not fancy stuff, just stuff you know he likes to eat.