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Arnold was born on the Isle of Wight, the son of William Arnold, a Customs officer, and his wife Martha Delafield. He was educated at Lord Weymouth's Grammar School, Warminster, Winchester, and Corpus Christi College, Oxford. There he excelled at Classics and was made a fellow of Oriel in 1815