WSL and Docker for Windows: "Cannot connect to the Docker daemon at tcp://localhost:2375. Is the docker daemon running?"

I’m doing a personal project, so no corporate IT or firewalls/AV should be blocking anything as far as I know. Windows Firewall/Defender doesn’t seem to be the problem from what I can see, but I could be wrong.