Did you try to set:
ConnectPolicy autocreate=0,autoconnect=1,desktop=0
in the server configuration?
Be also sure that the first time you connect, you check ‘Save this setting in the configuration file’ in the GUI. Then disconnect and connect once again: you should now be able to reconnect the virtual desktop.