Hey, you knew it was a rustbucket when you bought it.
Seriously, though... I don't really think it was the sitting. I got it second-hand after a paving company. I'm sure they used it to spread salt...
Sitting didn't help, but short of stripping the entire thing down to bare metal, I don't think you were gonna stop it.