I listen to generic music once in while. I won't call them my favorite but I don't hate them either.
I understand not liking other songs that come after the one that caught your attention. It works for other artists too. You hear a new song, you like it, look up the artist's catalogue and realize that you don't like the other songs that they've released.
My super power is listening to one song for days!!