A unit with Stoning Immunity is completely unaffected by any attack or spell that inflicts Stoning Damage. When such an attack strikes the unit, it does absolutely nothing to that unit. Stoning Immunity is a fairly-common immunity, found on a wide variety of Fantastic Units from different realms. It is not possible to add Stoning Immunity to a unit that does not already have it.