HTTP/1.1 200 OK Server: Microsoft-IIS/7.5 Date: Connection: close in Sharepoint 2010

For the above issue, we have 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 :)