A "guilty pleasure" would be a band or artist that's widely regarded as kinda pap and cheesy but you like it.

I like some of DragonForce's stuff; at times there's enough dissimilarity between one or two songs that I absoultely love them. Cry For Eternity is one of the happiest songs I've ever heard, especially when walking through the British countryside on my way home from work :P