I tried to buy a new cover, but couldn't find one to fit this oversized board (oh extra wide ironing board, how I love thee). So I used this tutorial and now have this pretty thing:
Guess what? It was as easy as the tutorial claims! I did flip the board over to cut out the fabric, but that step is simple. Now I am kicking myself (not really, don't worry) for not making this sooner!