In 1781, now a rear admiral and in command of the Newport fleet, he led an attempt to deliver troops to Virginia to oppose those of the British general Benedict Arnold, who was engaged in the raids against economic and military targets there. This effort failed when he encountered the fleet of Admiral Mariot Arbuthnot in the Battle of Cape Henry, and drew away after several of his ships sustained significant damage. He served in 1782 under de Grasse in the Battle of the Saintes, a decisive naval victory for the British in the West Indies in which de Grasse was captured.[4]
Returning to France after the war, Destouches married again in 1785, to Aimée-Prudence-Geneviève de Racodet. He was promoted to Chef d'Escadre in 1788, having spent 46 years at sea. When the French Revolution broke out, Destouches sided with the Royalists, and was drawn into counter-revolutionary activities in the Vendée in 1793. Briefly imprisoned, he was released by Royalist supporters, and he served as an advisor in the Battle of Savenay.[5] He died during the winter in late 1793.