Cooke was born in Leicester to a poor, working-class family; his father died when he was a child, but his mother was able to afford piano lessons.
Cooke se narodil v Leicesteru, v chudé dělnické rodině; když jeho otec zemřel, byl ještě dítě, přesto si jeho matka mohla dovolit platit mu lekce klavíru.