The university became the State Teachers College at Harrisonburg in 1924 and continued under that name until 1938, when it was named Madison College in honor of James Madison, the fourth President of the United States whose Montpelier estate is located in nearby Orange, Virginia.
In 1946, men were first enrolled as regular day students.