With new bosses. I have heard of other leaders doing this even though they have been there a while but it seems less common. For a new boss, this seems like a toned-down Machavellian type of leadership move to bring in their own people along with their loyalty.
Either way, I would apply to other places. Even if you keep your job a better offer may come along and you could reverse the tables.