How to remove a commit permanently in Github?

My team used a private repository, but there’s someone who pushes a git tag that contains a piece of secret information.
I’ve tried to delete the tag in local & remote but the commit permalink still exists.
are there any ways to remove it permanently?

See here, in particular the red warning box in the first section: Removing sensitive data from a repository - GitHub Docs