I'm just hoping that the displacement of the target is for a piece of space time, and so the party still has knowledge that the foe used to exist, and will exist in the future.
Thus I would remove the phrase in the description: "you can temporarily remove a creature from time altogether". Having, you can temporarily remove a creature from an interval of time implies they have not been history erased completely.