Armstrong, Illinois. Armstrong is an unincorporated community in Middlefork Township, Vermilion County, Illinois. Contents. History. Armstrong was laid out in 1876 on land owned by Thomas and Henry Armstrong; it was on the route of the Havana, Rantoul, and Eastern narrow-gauge railroad (which later became the Illinois Central Railroad).