Maybe it's related to the decades during which I grew up, but I'd say "rock star" had a better connotation than "pop star" when I was growing up.

"Pop stars" contained a lot of boy/girl bands or solo artists who "don't write their own songs/music" (among many other accusations of not being "real musicians").