The immunity to debuffs is itself a buff, so if has any kind of stated duration may be removed by buff clearing effects.

Immunity suppression (like kushina habanero mystery one) doesn't actually remove the immunity but makes it unavailable for a certain amounts of rounds (in her case 1).