After desperately refreshing to find no answer to my post, found answer to my own question after few additional hours of slogging!
There seems to be a property named 'Web Project Settings' which can be accessed via Project > properties > 'Web Project Settings' where context root can be changed. Not sure how this get populated or where it is retained just as yet. But atleast this solves my problem!