By default, the password is randomly generated every time you run the Distant Desktop. This is done to improve security, but may be inconvenient in some cases. Therefore, it is possible to set your own static password.
Select the "Set password..." item in the Settings menu:
Then disable the "Generate random password..." option. And enter and confirm your own password.