I have a very odd problem. It seems I have a blank icon in the control panel that does nothing. I'm not sure how it got there, but is there any way to get rid of it? Like possibly some registry ...

Close the Settings app to finish the procedure. Now, when you check Windows 11 Desktop, you will find an icon with direct access to the Control Panel app. .