In 1809, Clitherow married Sarah Christie Burton, daughter of General Napier Christie Burton and granddaughter of General Gabriel Christie, who had served with the British Army in the Revolutionary War, afterwards settling in Lower Canada, where he acquired extensive land-holdings.