This problem happens when you have RD Gateway configured with some credentials and you use the reconnect action. You get prompted for the RD Gateway credentials and the application does not reuse the existing settings.
Solution
In the Advanced settings of an RDP session set the Reconnect mode to Full This will force the complete disconnect/reconnect and it will resolve the issue.