Non-cooperation movement
Following the inauguration of Montagu-Chelmsford Reforms, he was selected a member of the Imperial Legislative Council. However, in 1920, Khaparde left the Congress anticipating Gandhi's Non-cooperation movement. Between 1920 and 1925, Khaparde elected a member of the Central Legislative Assembly.