They wanted to conserve self government and keep government limited. Conservatism of that type was considered radical at the time (and still is today).
Actually it was the Tories or Loyalists who wanted to keep their Colonial form of limited self government...not the radicals at Lexington and Concord.
Conservatives generally speaking are not in the forefront of radical change.