When the Liberals returned to power in 1917, Robinson became minister without portfolio and then Minister of Lands and Mines in the governments of Walter E. Foster and Peter J. Veniot until 1924 when he was appointed to the Senate of Canada by Prime Minister William Lyon Mackenzie King.