[iTunes] how to remove songs from Purchased but not delete from Library

In previous versions of iTunes, you could remove songs from Purchased without deleting them from the Library by right clicking and choosing "Remove From List." Now the only options available are "Remove Download" and "Delete From Library." I want to keep the song in my Library, but not have it show up in Purchased.

iTunes 12.5.5.5 Windows 8.1

Thanks.