This is because under default settings, "static content" is not installed with IIS.

 

To enable this on a Windows Server 2008 machine do the following

 

1. Fire up Server Manager

2. Select Web Server under Roles - notice that Static Content is not installed

3. Select Add Role Services from the right hand menu

 

4. Check Static content and install.