Leader was born on January 17, 1918 in York, Pennsylvania. He studied at Gettysburg College and at the University of Pennsylvania. Leader was married to Mary Jane Strickler until her death in 2011. Leader died on May 9, 2013 from natural causes in his home in Hershey, Pennsylvania, aged 95.