Actually India is going to be hard-hit by climate change on several fronts. Firstly, many parts of southern India are low-lying and will be affected by rising sea levels. Then there's the effect that India is in the tropical zone - they've already experienced devastating monsoons and this is only predicted to get worse (see Typhoon Yolanda) as time goes by. Lastly, those glaciers aren't far away, they're right there in the Himalayas - India can expect to have major problems with drinking water supplies as those glaciers melt.
I'm not up with Indian politics, but I rather suspect that the current refusal to deal with emissions is more about climate change denialism mixed in with a sense of anti-colonial defiance than anything else. Don't forget that it's actually easier, politically speaking, for a developing country such as India to adopt renewable energy than it is for the developed world, goodness knows they have the engineers to make it happen! We need baseload power, our society has been constructed expecting it to exist, but as Indian populations get electricity, it's not going to be a major drama if electricity supply is intermittent - that's still way better than no electricity at all.