Opie was born in London in 1958 and raised in the city of Oxford. He attended The Dragon School and then Magdalen College School, Oxford, from 1972 to 1977. He graduated in 1982 from Goldsmiths, University of London, where he was taught by conceptual artist and painter Michael Craig-Martin.