Ninja Thank you for your help. I just realised the Masthead is not appearing on the Contact Us page even though it is set to appear in Masthead module.
Further how can I altogether get rid of the area that the name, address and other details appear? I know I can hide from MENU -> Contact Us but a empty brown box appears.