How to remove password(like 'config set requirepass ') while redis is running?

Since the auth-mode is up when the first time after you set your requirepass to some value and I cannot find a way to turn if off without killing the redis and restart it over.
I know it sounds like a stupid one but after digging around and I got nothing helpful.