 He has two younger brothers and a sister.Ghimire studied at the Mani Memorial Primary School in Sindeybong up to second grade, and then from grade 3 to 11 at the Scottish University Mission Institute (SUMI), Kalimpong.He obtained a Bachelor of Arts degree from Kalimpong College.