I am aware there are a lot of questions about running Docker on windows, however this question is about running the brand new Docker for Windows, on Windows. In my case I am
1) Stop all the running containers docker stop $(docker ps -a -q) then
docker stop $(docker ps -a -q)
2) Stop the Docker on your machine & restart it.
Then run the required command. This will solve the issue.