Just found that on Docker Hub, the latest 10.5.x tags are not available.
https://hub.docker.com/r/gitlab/gitlab-ce/tags/
Do Docker images still be maintained on Docker Hub or move to somewhere else?
Update on Mar. 10, it seems to be ok on docker hub now.