Joshi came in contact with the RSS in Delhi at a young age and took part in the Cow Protection Movement in 1953–54, in the Kumbh Kisan Andolan of UP in 1955,demanding halving of land revenue assessment. During the Emergency period (1975–1977) in India, Joshi was in jail from 26 June 1975 until the Lok Sabha elections in 1977.