Book a Cab request you all to solve the issue

I went book a cab from IXB Airport to Gangtok, but i find no cabs. The available cabs charges a lot,but i have be in my budget and i have figure it out also there are no bus service available, so what's my alternative? solve it out guys as i have my limited schedule only for 2days.Hope to get some queries.