He can't remove it anyway. That would need 2/3 of Congress.

Maybe he could simply ignore the term limit and have the Supreme Court rule in his favor (maybe making up some bullshit related to non-consecutive terms despite the 22nd being clear enough that that shouldn't work), but yeah I doubt he'd even want it.