RBI issues 500 and 2000 Rupees Notes in a new series to prevent corruption, black money, terrorism and counterfeit currency.
For more information, you may also read this PDF (Press Release) Government of India Ministry of Finance (Department of Economic Affairs).
Source:
Google.com
(Snap taken from Anandabazar Patrika & The Telegraph)
