When you tap the list from which you want to delete an item, you'll see that your items have a grey ' - List ' button directly beside the item's image.

  1. Tap the button
  2. Once you tap it, it will change to ' + List ' giving you the option to add it back.
  3. Leave the list and come back, the item will no longer be present! 

Sample below: