What's the basic knowledge level or basic amount of education you need to be a successful graphic designer?

Basically I want to know, if I wanted to become a graphic designer and start a home-based graphic designing business, approximately how much time would it take for me to finish a college program to be knowledgable enough to do this…what are graphic designing programs like out there? What’s the minimum time taken to finish a degree?