It appears that IRCTC allows train bookings from 4am to 11.30pm. That's great news !! Found this piece of info here.
Note that IRCTC site however still states timing to be "Mon-Sat: 08:00 to 22:00 Sun: 08:00 to 14:0". If anyone knows what is the correct timings now, it'd be great to know.