Born in Newcastle upon Tyne, Northumberland, Cullen's father was Tony Cullen, a founding member of the Northern Sinfonia. He was educated at the Royal Grammar School, Newcastle, and went on to take a French and Philosophy degree at New College, Oxford. Despite his involvement with the Oxford University Dramatic Society and acting in thirteen productions during his time at New College, he graduated with a first-class degree in 1982.