He was the son of Arthur Capell, 1st Baron Capell of Hadham (executed in 1649) by his wife Elizabeth Morrison, daughter and heiress of Sir Charles Morrison, 1st Baronet (1587–1628) of Cashiobury House, Watford, Hertfordshire. He was baptised on 2 January 1632.