A martyr, Rajendra Nath was deeply influenced by the philosophy of revolutionary leaders. He joined the Hindustan Socialist Republican Association and played a significant role in several raids organised by the HSRA. He was also involved in the Kakori dacoity on August 9, 1925 for which he was arrested, tried and sentenced to death.