In 1786, he married Sophie de Grouchy (1764-1822), a translator, who was said to be among the most beautiful women of her time.
Because of one of his works, there was an arrest warrant against him, so he had to flee from Paris. He was found in Clamart, and arrested. Two days later, he was found dead in his prison cell. The circumstances of his death are unsolved, he might have poisoned himself, someone might have killed him, or died from Pulmonary edema.
In 1786 he published Essai sur l’application de l’analyse à la probabilité des décisions rendues à la pluralité des voix, which had a great influence on probability theory.