It appears that the Windows Azure emulator that comes with Windows Azure SDK doesn't like services with the Web.config file with the read-only attribute. It happens that that's exactly what SourceSafe and TFS do when a file is not checked-out. Do these guys work in the same company? Or does the Azure team use Subversion and git? ;)
Note: this is basically a repost from my previous blog.