To be honest, I think people need to stop being hipster douches.  If you really like a band because of their music, you would still support them regardless of their success.  If the music is still good, then why should it matter if they are mainstream?

If you are listening to an artist because no one has heard of them, and you want to look different and "cool", then you probably shouldn't be listening to music.