 In 1958, Gilliard was severely injured in a car accident in Lausanne.He never fully recovered and died four years later on 30 May 1962.In 1925, the Tsar's sister, Grand Duchess Olga Alexandrovna of Russia, asked Gilliard and his wife to investigate the case of Anna Anderson, who claimed to be Grand Duchess Anastasia.