The military getting involved is an absolute last resort type thing. And comes with risks of its own: military coups/juntas that started out as a legitimate dethroning of a dictator are not unheard of.

And that military action would be called a coup despite being the expected outcome of an attempted dictator.

That's why Trump just did a purge of top generals and lawyers in the military.