Truffle Watching: What makes this 'black diamond of the earth' the most expensive fungus in the world?

In 2012, a two pound truffle (nearly a kilogram) sold for almost $300,000, which is nearly Rs 2 crore! But what are truffles, and why are people willing to spend so much money on it?​