When accessing my deployed WCF in local website (running IIS 7, Windows Server 2008) I got the "Error 503 Service is unavailable". This happens because DefaultAppPool is set to Stopped. So, to resolve the issue - I just started the application pool.

 

But after which, I just created a new Application Pool dedicated for my WCF REST Service.