It depends. If you are using commercially grown mushrooms, they usually only need a quick wipe with a soft cloth or piece of paper towel. If you soak them in water and don't dry them thoroughly, they may become soggy and slimy when you cook them. If you are using mushrooms you have foraged, you should wash them thoroughly to remove soil and forest debris, then dry them well.