HTTP/1.1 200 OK
Date: Tue, 03 Jan 2012 15:44:21 GMT
I figured out I had to create a site collection for the site to browse. I went and created site collection for the new web application
Central Administration > Application Management under Site Collections > Create Site Collections
Select the web application and select a template to create site collection.
That resolved the issue.