Do noise cancelling headphones work without music?

I thought I would get a simple noise cancelling headphone with nothing inside so I can't play music. But then I figured there's this thing called active noice cancelling (ANC). I don't really need music but it's an added welcoming feature. Should I get a headphone with ANC? Or do you think rubber padding will work?