Does anyone know how to get rid of fungus gnats?

I'm having trouble with fungus gnats in one of my isopod containers. Whenever I replenish the humidity in that container they have an population explosion, but I can't let the container get too dry since that's going to kill my isopods.

Does anyone have a solution for this that's not going to be harmful for my isopods?