I'd recommend GIMP for starters. I don't know much about Wilbur, but RobA has some awesome, easy tutorials for GIMP.
What are the other programs (besides Wilbur) you have? So far, I've only been using GIMP, but I'd like to learn about other programs. As for the climate simulators, I'd be interested to hear what others say about that as well.