Do not have an army that is too powerful. Consider only having a single barracks. You have to defeat them with your palace guards. Preferably, upgrade them to death squad. Pay them low wages to lower their loyalty. Then, issue a kill order on the faction leader. This will inevitably lead to a military coup.