Simpson was the youngest of the six children. He was born in Easington, County Durham. After World War II, the Simpson family moved to Harworth in north Nottinghamshire, another mining village, where Simpson grew up and became interested in cycling. He attended the village school and later Worksop Technical College and in 1954 was an apprentice draughtsman at an engineering company in Retford.