Welcome to the forum, Petra!
Usually, I don't bother trying to clean the skin. It's normal for the skin to discolour where your hands contact it. It's loads of dead skin cells that shed from your hands and end up getting pounded into the drum head. If you feel you must clean it, don't use water. Instead, try wiping it down with some methylated spirits (denatured alcohol).