Jigsaw. You need a woodcutting blade, set it fairly slow and take your time. Make sure you always cut on the waste side of the line. Also if you want to be a bit more careful, you can use a regular handsaw or a coping saw for rounded edges, although obviously it takes longer. Might want to get yourself a hand plane to straighten up those edges afterwards too.