David Warner Peck was born in Crawfordsville in Indiana (Crawfordsville is the administrative head of Montgomery County and home to Wabash College, a private college). Peck skipped his senior year of high school and began at age 16 to study in Wabash College where after three years, instead of the usual four, he graduated with honors. He then studied law at Harvard Law School.