Radmanesh was born into a Gilak landed upper-class family. He helped the local Jangalis as a teenager; and joined the Socialist Party while he studied at Dar ul-Funun. He went to France to study physics, and met Taghi Arani, before he returned to Iran as a junior member of The Fifty-Three. He was sentenced to five years of imprisonment.