 Burrow was born in Leck in North Lancashire, and was the eldest of the six children of Joshua and Frances Eleanor Burrow.He attended Queen Elizabeth's Grammar School, Kirkby Lonsdale, and won a scholarship to Christ's College, Cambridge.Here he became interested in Sanskrit as a result of specialising in comparative philology.