One shouldn't confuse the Remote Desktop app with the Remote Desktop Connection application, which has been included in Windows for decades. According to Microsoft, the connection type used by Remote Desktop Connection and Remote Desktop Services is not yet supported by the Windows App.
Phew! Heavy RDP user here, so got worried there for a minute.