Arjune trained at the University of Oxford, studying at Corpus Christi College. In his first summer in Oxford he completed a placement with Professor Simon Shorvon at The Institute of Neurology which essentially initiated all that has followed. Having completed an intercalated degree in Physiological Science, including a dissertation with Professor Colin Blakemore, he went to clinical school in Oxford before beginning medical training initially in Oxford and then in London.