Ref: Ten Most Amazing Things (No.2)

Thanks to my friend Vijay, I now know the word for the earthy rain smell - "Petrichor".
Found a couple of interesting links on this.

http://www.worldwidewords.org/weirdwords/ww-pet2.htm

http://www.wordsmith.org/words/petrichor.html