Exactly not sure whether it's a VS bug or not but I resolved it.
Somehow, felt that the connection string under "Settings.Setting" file have been messed (OR) corrupted. So ended up removing all the connection string and recreating them afresh. It's did worked perfectly.
Hope this helps to someone.
Thanks.