I didn't gain any weight on lithium either, I've been on it for seven years.

I do get hand tremors often, and deal with acne which cropped up shortly after I started taking it. I haven't had a lit of side effects from lithium tho. The biggest thing for me is that I did with chronic pain and inflammation and you cannot take NSAID's with lithium as it raises lithium levels.