Harry Payne Whitney was born on April 29, 1872 in New York City, he was the eldest son of Flora Payne and William C. Whitney (1841-1904), the very wealthy businessman and United States Secretary of the Navy.
Harry Payne Whitney studied at Groton School in Groton, Massachusetts then attended Yale University, graduating with a law degree in 1894.