Born in Newport, Rhode Island, Decatur was a merchant captain before the Revolution. He married Ann Pine; in addition to their son, they had two other children, Lieutenant James Decatur, who was killed in action in 1804 during the Barbary Wars, and Ann Decatur McKnight.