There's also GIMP which I use, it can handle most image formats, including photoshop psd, it's free and has a simple and easy to learn GUI, but the best way to learn it is find tutorials for stuff (I learnt most of my GIMP'ing from "userbar" tutorials and orb tutorials).
I use it to make textures for my game.