I found an easy way for removing from My Drive, in a way that shows what is happening:

  1. Select the file or folder
  2. See its details by clicking on the "See Details" button: in "Location", all places where the item is are shown.
  3. click on the "X" at the right of "My Drive"

This way I was able to see where I was removing the folder from, without frightening warnings.