The characteristic smell of rain is called petrichor and is caused by soil bacteria.
Why it is true
Petrichor is produced when geosmin, a compound released by soil bacteria called actinobacteria, is released into the air by raindrops. The human sense of smell is extremely sensitive to this compound, detecting it at very low concentrations.
Source: Scientific American
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