it was simply because it was a way to strike back at the North

Pretty much.

Booth was an angry reactionary who saw Lincoln as a tyrant. There really wasn't a lot more to it. Maybe his own inadequacies for having not fought for the south, and his egoism as an actor, but basically it was just one guy deciding to take matters into his own hands.