Born on 1 May 1749 in Fife, he was eldest son of Major John Pitcairn, who was killed at the battle of Bunker's Hill; Robert Pitcairn (1747?-1770?) was his brother.
In 1779 Pitcairn began practice in London, and was elected a fellow of the Royal College of Physicians on 15 Aug. 1785.