Ross Gunn was born in Cleveland, Ohio, on May 12, 1897, the son of R. D. A. Gunn, a physician, and his wife Laura Conner Gunn.
When the United States entered World War I in 1917, Gunn enlisted in the United States Army Signal Corps, but remained at the University of Michigan as a military radio instructor.