Two lessons:
1. Never turn down interviews.
2. Ask about training contacts at the interview.
Though training contacts are BS, they regionals are thick with them. It's a fact of life. Take the job and stick around for a year at least. While thay should have told you, they didn't. My guess is that you wouldn't leave within a year anyway, I agree it sucks getting blindsided like that.