Located on the road between Jelepla and Nathula Pass, Baba Mandir is visited by hundreds of people every day. It is believed that the temple has wish fulfilling powers. The legend of Baba goes 35 years back when Sepoy Harbhajan Singh of the 23rd Punjab Regiment went missing. It is said that at the time he was leading a pack of mules from his battalion at Tukla to Deng Dhukla, both remote areas located in East Sikkim.