The pre-thunderstorm smell is ozone. Lightning in the clouds splits nitrogen and oxygen gas into single atoms, which recombine into nitric acid and ozone. Downdrafts and the first drops of rain carry ozone to the ground, where we experience it as a sweet, lightly acidic smell.