I ended up finding this online:
tv.setPaintFlags(tv.getPaintFlags() & (~ Paint.STRIKE_THRU_TEXT_FLAG));
This successfully removes the strikethrough and therefore I called this in my OnListItemClick method after carrying out a check in the database I made to see if the item had already been striked through (purchased in my case).