You are probably used to washing your produce before you use it to remove any bacteria or germs lingering on the food. The problem with mushrooms is that they are porous. When you wash them, they will quickly soak up the water and become waterlogged, ruining any chances of creating a flavorful dish. Inspect your mushrooms, and if you see any obvious gross bits, use a damp paper towel or cloth to wipe them clean.