The beginning of the American Revolution was this way. We threw out British magistrates and governors and effectively ran the towns ourselves. It was so peaceful that it spooked Edmund Burke. It wasn't until the British sent in the troops that it became violent.

Consider this quote from Burke:

Some provinces have tried their experiment, as we have tried ours; and theirs has succeeded. They have formed a government sufficient for its purposes, without the bustle of a revolution or the formality of an election. Evident necessity and tacit consent have done the business in an instant. So well they have done it, that Lord Dunmore–the account is among the fragments on your table–tells you that the new institution is infinitely better obeyed than the ancient government ever was in its most fortunate periods. Obedience is what makes government, and not the names by which it is called; not the name of Governor, as formerly, or Committee, as at present. This new government has originated directly from the people, and was not transmitted through any of the ordinary artificial media of a positive constitution. It was not a manufacture ready formed, and transmitted to them in that condition from England. The evil arising from hence is this; that the Colonists having once found the possibility of enjoying the advantages of order in the midst of a struggle for liberty, such struggles will not henceforward seem so terrible to the settled and sober part of mankind as they had appeared before the trial. Pursuing the same plan of punishing by the denial of the exercise of government to still greater lengths, we wholly abrogated the ancient government of Massachusetts. We were confident that the first feeling if not the very prospect, of anarchy would instantly enforce a complete submission. The experiment was tried. A new, strange, unexpected face of things appeared. Anarchy is found tolerable.

Consider this video about Edmund Burke vs Thomas Paine from the Zer0 Books channel.