This certainly helped.
I simply did these steps:
1. Went to Application Manager
2. Opened Maps
3. Cleared Cache!! [If you are a regular G Maps user, then you would most probably be having a lot of cached data - 220Mb in my case :) ]
Thanks everyone!!