If you can't arrest the guy how do you impeach him? What are you supposed to do wait until after he carries out his own coup? Which is precisely what he was trying to do by the way.
Impeachment is a political process, not a legal one. Also, noting there were able to get the military to forcibly remove him from office, a coup isn't a real threat.