Dart was born in Brisbane, Queensland, Australia, the son of a farmer and tradesman. He studied at the University of Queensland, the University of Sydney and University College London, before taking a position as head of the newly established department of anatomy at the University of Witwatersrand in Johannesburg, South Africa in 1922.