Born in Oldham, Lancashire in 1941, Curtis came to Liverpool when he was four and went to primary school where he met Mike Prendergast.
His father bought him a drum set during his late teens when he left school and he learned these in his spare time, when he was not selling prams at Swift's Furniture store at Stanley Road, Liverpool.