 After World War I broke out, Robinson organised courses in intelligence at Duntroon until he enlisted in September 1915.Influenced by his religious upbringing and the commandment, 'Thou shalt not kill', he joined the 8th Field Ambulance, Australian Army Medical Corps, Australian Imperial Force.He was commissioned and promoted honorary captain.