Central Normal College played an important role in the life of Danville for 73 years. The college was moved by Professor W. F. Harper from Ladoga, Indiana in 1878.  The college had outgrown its home in Ladoga, and Danville was excited to have the college make its home here.  A caravan of wagons and buggies were taken to Ladoga to load the furnishings of the college and its students. The male students traveled with the caravan to Danville, while the female students took a train to Greencastle and then Danville. Families opened their homes and rented rooms to the students. Many businesses employed the students, making tuition even more affordable.

Through the years over 75,000  attended the college, which served mainly as a a teacher-training college.  The college lasted until after World War II when the GI Bill allowed students to attend larger colleges and enrollment dwindled. Central Normal was taken over by the Methodist Episcopal Church and renamed Canterbury College which lasted until 1951.

The museum has a large collection of yearbooks, pictures, and grade books of the college.