I cannot associate the word guilt with not liking something.
The only purpose guilt has ever served me is to learn from it and move on. It's a real waste of time and energy to feel that emotion in my opinion.
I also agree with the others. If we all made the same things it would be very boring indeed! :D
Some great works of art are not my taste but I appreciate the art, no matter what it is.