I fixed this by right clicking the project (not solution) - clicking Package/Publish Web and deselecting 'Include IIS settings as configured in IIS'
Now works fine.
Maybe this is because I'm using IIS 8 on Windows 8 locally - and IIS 7 on Windows Server 2008?