Danforth attended St. Louis Country Day School for high school. He eventually went to Princeton University where he received his bachelor's degree in 1958. While in college Danforth joined Lambda Chi Alpha, a fraternity. He then attended law and divinity graduate schools at Yale University. He was employed a short time at the New York law firm Davis Polk & Wardwell.