Edgar was born in Philadelphia, Pennsylvania and grew up in Springfield, Pennsylvania.
He attended Lycoming College in Williamsport, Pennsylvania, where he received a Bachelor of Arts degree, and then was ordained a minister after graduating with a Master of Divinity degree from the Theological School of Drew University in Madison, New Jersey.