Cunynghame was born at Malshanger House near Oakley, Hampshire, the fifth son of Col. Sir David Cunynghame, 5th Baronet of Milncraig, by his first wife, Mary (or Maria) Thurlow, an illegitimate daughter of Edward Thurlow, 1st Baron Thurlow.