Quillen was born in Scott County, Virginia, son of John A. and Hannah Quillen, near the Tennessee line and was later a 1934 graduate of Dobyns-Bennett High School in Kingsport, Tennessee.
During 1936, Quillen invested his own personal savings of $42 to become the publisher and owner of The Kingsport Mirror, a weekly newspaper that he started in Kingsport, Tennessee.