"Cannot connect to the Docker daemon ...." when running docker on Ubuntu/WSL

I'm trying to run docker in WSL (Windows 10) using the command sudo service docker start, and it shows:

 Starting Docker: docker

but when I run sudo docker images, it tells me:

Cannot connect to the Docker daemon at unix:///var/run/docker.sock. Is the docker daemon running?

Any ideas on how I can fix this?