The second son of Harry Leopold, Sr., and Ethel Kimmelstiel, Richard Leopold grew up on the upper west side of Manhattan.
During World War II, he was commissioned as a naval officer and assigned to the Office of Naval Records and Library in Washington, where he devised system to organize the reports and materials relating to the ongoing naval operations.