Bijukchhe was born in Sukuldhoka, Nepal. He became a communist sympathizer after seeing the relief work of Communist Party of Nepal cadres during floods in Rautahat around 1954. Around 1956 he joined the Students Federation and became a Communist Party member the following year. Bijukchhe became a prominent figure in the agrarian struggles in the Dhanusa, Parsa and Rautahat districts. In 1961 he became the president of the Students Union at Bhaktapur College.
