Yes, the grass is always greener [http://en.wikipedia.org/wiki/Always_greener] on the other side.
I can't say I'd suddenly start hating my favourite bands just because they became popular, but when something gets more popular it's usually because it's appealing to a larger audience than before. Either by following trends or dumbing its content down. Very rarely is popularity a result of quality.