In my case, it was not only necessary add jenkins user to docker group, but make that group the primary group of the jenkins user.
# usermod -g docker jenkins
# usermod -a -G jenkins jenkins
Don't forget to reconnect the jenkins slave node or restart the jenkins server, depend on your case.