Burnham commanded the 82nd Division during combat in France, including the St. Mihiel Offensive and the start of the Meuse-Argonne Offensive. He was relieved by John J. Pershing in mid-October in order to create an opening for George B. Duncan, the former commander of the 77th Division, whom Pershing wanted to return to divisional command.