Catch the metro - the ride takes just 20 minutes and is very affordable. Buses are also an option and they run 24 hours a day, but the ride takes 50 minutes and the fare is almost as much as the metro, so you would benefit from using the metro rather than the bus.
*All amounts are in INR. Taxes and carrier surcharges included. No booking fee applicable.