I cleared Docker completely from my machine, and reinstalled. The application ran, but not GUI was showing, until i:

sudo launchctl remove com.docker.vmnetd

...and reinstalled it again....! Crazy issue, this is my fix!

Checkout the main thread: https://github.com/docker/for-mac/issues/7046#issuecomment-2582778467