It will be the remote. If you look carefully when pressing one problematic button several times the red light at the top of the remote will respond in different ways rather than one consistent pattern. Usually after a few goes it will lock on with a solid light for a few seconds before extinguishing.

From everything I have tried with these remotes internally there's no known effective remedy so the only real solution is replacement. EBay is your friend here.