Automatic creation of volume directory on NFS fails

When I do a docker run with the option -v to link to a directory on nfs that doesn’t exists yet, I get this error:

docker: Error response from daemon: mkdir /path/path: permission denied

When I do a regular mkdir /path/path, this works just fine.