In 1919, the year after the war ended, Page was elected Clerk of the House of Representatives from the 66th United States Congress to the 71st Congress ended in 1931. The majority in power in the 1920s was the Republican Party. Later, he was Emeritus Minority Clerk, for the remainder of his life. He was highly respected by members of both major parties throughout his service, as a principled gentleman whose patriotism was inspirational and whose love of America was unquestioned.