I found I had to hold down the mouse button and turn the mouse wheel at the same time.
Sorry, that's my bad! I forgot to add mouse icons to the UI. I'll be adding that and a couple other things tonight if I can. I updated the instructions to indicate that mouse wheel rotates the pieces.