Tonight's the Night is one of the most heartbreaking, emotionally charged records I've ever heard. They recorded it in basically one night, live, and drunk. It's about a friend of his who died (I can't remember the whole story). It's a fantastic album.
I'd recommend staying away from his new stuff if you're just getting into him. The list Omni gave is actually pretty good, it looks like.