So what I had to do was where you Turn Windows Features On or Off, I had to make sure IIS had the following checked:
No FTP Server (we dont need)
All of Web Management Tools
Under World Wide Web Services
--All of Health and Diagnostics
--All of Performance Features
--All of Security
--All but CGI and Server-Side Includes for Application Development Features
--All but WebDAV publishing fro Common HTTP Features.
After those were checked and installed I was able to turn Windows Communication Foundation HTTP and Non-HTTP Activation features of Microsoft .NET Framework 3.5.1 on.
Then to get REST to work properly, I did also have to resolve "Issue 1" Brian McKeiver mentions in
his post. Also followed the
pre-requisites from the dev guide.