You can apply to a university at any time in your life. If you want to save until you are in your fifties, you can start then. A famous singer, Pearl Bailey, stopped singing and went to Georgetown University. She was in her middle fifties when she graduated.

Your student visa is based on your becoming a student, not on your status at the time you apply.