Invisible monsters are some of the most annoying to deal with, especially when you are alone on a floor with them. Fortunately, these tend to be relatively rare and weak. One way to deal with invisible monsters is to throw potions or water at them, since they are visible when wet. They are always visible during rain for that same reason. However, if you can't finish them off shortly, they become invisible again after their wet status gone.