Galvin was born in Harvard, Illinois, to John and Alice Galvin. He studied at the University of Illinois, joining the school's debate society. In 1916, he entered the Army's training program, and was assigned as a radio officer during World War I. Later, Galvin attended Illinois Institute of Technology. During college, Galvin was an active member of the Phi Kappa Theta