When I added the URL rewrite code in web.config and then publish it into azure. it will automatically redirects to https even I am trying to access website with http.
You will have to configure Visual Studio Server to be used with HTTPS.
Please go through this link for details:
HTTPS with Visual Studio's built-in ASP.NET Development Server