As far as just learning it, yes it is possible and most of us learned it that way even though we went to college and had teachers that were supposed to teach us.
But, if you want a job, college is a must. They won't take you seriously otherwise. If it wasn't like that, programmers would probably be the largest intellectual community without college education :)