Fill a large bowl with water. Add the mushrooms and toss them in the water for a minute or so until the dirt mostly settles to the bottom. Remove from the bowl and pat dry. Or for a cheaters method, you can simply place the mushrooms in a colander and spray them with water until the dirt washes away.