Tap the menu button in the top right corner of the list and select "Clear purchased":

Tap "Clear" to confirm the crossed-out items deletion or "Cancel" if you've tapped "Clear purchased" accidentally:

"Clear purchased" option is not available if you have no purchased (crossed-out) items in your list, i.e. if there is nothing to clear from your list.