Overthrowing Edward II worked. But there’s lots of occasions where that just doesn’t work – Henry III/Edward I during the Second Baron’s War, Richard Duke of York as Regent and heir for Henry VI, Ivan the Terrible’s regents, etc.
The basic problem of the scenario is that the future monarch has a very good reason to want the regent dead.