 At the 4 March 1938 election, Robson retained his seat uncontested.When the Second World War broke out, Robson initially enlisted as a lieutenant in the Militia from 29 September 1939.On 25 December, Robson was granted a leave of absence from the NSW Parliament, with his father dealing with his affairs, and enlisted in the Second Australian Imperial Force on 29 December.