Following his term as governor, Hyde returned to law practice in Kansas City and Trenton. He then served as the Secretary of Agriculture under President Herbert Hoover from March 6, 1929, until March 5, 1933. During his tenure, farm prices declined, stock prices crashed, and the Great Depression began.