Wilentz's father, David T. Wilentz, was Attorney General of New Jersey in 1935, when he prosecuted Bruno Hauptmann for the kidnap and murder of the son of Charles Lindbergh, the aviator.
Robert Wilentz was raised in Perth Amboy, New Jersey.