Cheetham was educated at Stockport Grammar School and read chemistry at St Catherines College, Oxford, matriculating in 1965, and graduated with first class honours in 1969. He started his doctorate at Wadham College, Oxford in the same year, with a thesis on The Structures of some Non-stoichiometric Compounds'; his doctorate was awarded in 1972.