The release tags cannot be changed or removed from the commit they were applied to. You cannot reuse a tag.
Immutable releases include protection against repository resurrection attacks. Even if you delete a repository and create a new one with the same name, you cannot reuse tags that were associated with immutable releases in the original repository.