From 1920 to 1922, the first classes in the Rittenhouse/Queen Creek area were held in a small board-and-batten building that had previously been used as a cook shack by employees of G. R. "Gid" Duncan.
In 1947, the residents changed the name of the community from Rittenhouse to Queen Creek, but the school retained its original name.