Run, enter regedit, and then find this location (you can also enter the following address directly in the address bar of the task manager), you can delete some useless IP addresses listed in the remote desktop.

Then delete the Default.rdp (system hidden) file under My Documents.
After the above settings, start the remote desktop client program again, you will find that the record no longer exists.