 Fitzhugh was born on October 31, 1909 in Washington, D.C.He earned a full scholarship to Harvard at the age of sixteen while still a student at Dunbar High School.Fitzhugh, intent on becoming a doctor, studied science and graduated "cum laude" from Harvard University in 1930.