Danforth was born in St. Louis, Missouri. He is the son of Dorothy (Claggett) and Donald Danforth. He is the grandson of William H. Danforth, founder of Purina Mills. His father was the CEO of its successor, Ralston Purina. Danforth's brother, Dr. William Henry Danforth, is former chancellor of Washington University in St. Louis.