I went into and out of science more than once. And am now looking at going back. My student debt is huge :D. So Basically the only real way to be a full "scientist" is do a degree then masters and eventually a PhD.
However if you have some good programming skills you could work for a group as a programmer for example and learn the feild as you go. However it would be hard to be a "full scientist".