Windows Docker Desktop - dial unix /var/run/docker.sock: permission denied

Question

I am running Docker Desktop 19.03.13 on Windows (with WSL2). I am trying to get a local devops environment going with Nginx, Jenkins and so on through docker-compose and Doc