With upgrade to 4.7.17, I get "invalid price fields" warning
Found a hacky solution.  In phpmyadmin, in the civicrm_price_set table, I changed the "is_reserved" field from 1 to 0.  At that point, the price field could be deleted in the UI, and all seems to be well.