I am deploying an ASP.NET web app to Azure Web Sites.
The site uses Entity Framework, and when I include the following in Web.config it runs fine:
Web.config
See similar question here.
Try leaving the connection string in web.config with some value (either some test connection string, or some dummy value) e.g.