After the Prussian invasion of Holland Van Berckel was mentioned as one of the culprits in the affair of the arrest of Princess Wilhelmina at Goejanverwellesluis by the Princess herself. He was therefore purged from all his government offices in October 1787. He remained a private citizen until his death in 1796