The funny thing is, you totally can catch up. I have two friends who learned to code after college, both with the explicit aim of getting programming jobs. Both are now working for Silicon Valley startups.

Programming seriously isn't that hard for anyone who has the necessary general intelligence. It's easier than calculus, for instance.