It is best to peel them when they are dry. You always want to wash your potatoes before you peel them but if you can give them time to dry that is best. The reason is just so that they are not slippery when you are holding them while peeling them. If you do not have time to let them dry then use a dish towel to hold them so you have a better grip while peeling.