A Lily of the valley that has not been contained with some type of subsurface barrier can become a problem. To remove it you will need to moisten the soil and then dig out the entire plant, making sure that you do not leave any root material behind. After you have removed the plant, cover the area with plastic or a non-porous material for an entire season to make sure that no remaining pieces survive.