He won the Manang–1 seat in Nepalese Constituent Assembly election, 2013 from the Nepali Congress. Gurung started his political career in 1979 from Nepali Congress. He was also a district chairperson of Nepali Congress of Manang District.
He is a member of the 2nd Nepalese Constituent Assembly.