It has happened many times in history.
Those people then form a new government which, in time, turns out to be pretty similar to the old one.
Essentially what happens is....'Power corrupts, and absolute power corrupts absolutely.'
that's why power must always be as distributed as possible, having a single group of people having all the weapons is plain stupid.