Removal of an illegal alien is not about “guilt” or “non-guilt.” And being expelled from the U.S. when you have no right to be here isn’t a “punishment.”
It’s like civil trespass. You don’t need a trial to kick someone off your property. And when the police remove them, they’re not being punished.