Despite Bhutia's repeated bid to reach out, the Gorkha Janmukti Morcha - which commands a strong following in the constituency - refused to extend support and backed the BJP's Surinder Singh Ahluwalia.
GJM supremo Bimal Gurung even went to the extent of dubbing Bhutia as an "outsider and a non-politician".
"Yes, I am not a politician. I am not here to play politics or make false or tall promises," counters the 37-year old, much in the same manner he once used to pounce on even half-chances inside the opponent penalty box.
"I am here to work for the development and welfare of the region and its people. My aim is to ensure Darjeeling is once again hailed as the queen of the hills."
He rates honesty and sincerity as his main strength.