You need to make sure the user is part of the docker group.
Follow these commands post install of Docker engine, and don't forget to restart the terminal session for the changes to take full effect .

` sudo groupadd docker

sudo usermod -aG docker ${USER} `Don't install Docker engine with root, your sysadmin will have kittens!