During the current rewrite of my novel, I found that it was necessary to cut certain scenes, chapters and characters. It was all a little sad, and scary, and brain-wrecking, but I can see that the story will benefit from all these changes.
In her article, Does it serve the book? Killing your darlings is a mark of writing maturity, Roz Morris discusses just this topic. Have a look.