Bishop Drummond, like all Scottish bishops, was deprived of his temporalities after the Revolution of 1688, and preached his last sermon at Brechin on 14 April 1689. Afterwards, he spent much time in the household of John Hay, 12th Earl of Erroll. He died unmarried of dropsy on 13 April 1695, aged sixty-six years old.