Carpenter was born and raised in the town of Edgington, Illinois in southern Rock Island County. After graduation from Rock Island High School and Centre College in Danville, Kentucky, Carpenter took a job teaching history at Moline High School in Moline, Illinois. Settling in Moline, Carpenter soon married; he and his wife Elda had one child, Carol.