Armstrong School opened its doors in September 1952 and has always served the town as an elementary school. At some point during its history, the school has housed students from kindergarten through grade six. Today, it is one of Westborough's three K-3 elementary schools. Originally known as Westborough Elementary School, the building adopted the title J. Harding Armstrong School in 1959 in honor of a former principal and school superintendent.