Have you ever removed features to make your product better?

Sometimes when we keep adding new stuff to our app the main thing people actually came for gets lost in the clutter. I've been thinking about cutting down some of our extra tools just to keep the main screen clean and easy to use.

Has anyone here tried removing features from their product? Did your users complain or did it actually help them use the main tool more?