Rename labels on taks

I get the same problem.  According to the documentation, this should be possible, but every time I rename a label, it just goes back to default (Label 1, Label 2 etc).

https://support.office.com/en-us/article/Flag-your-tasks-with-labels-767e100d-3888-4b9c-9881-9317c33aa1c6