@Capechick,
Or...
You could saw off the bottom of the vertical side pieces and the back the required amount, then drop it down over the base and reattach it. But that would leave a short bottom shelf.
So... You could saw off the top of the side pieces and the back, then reattach the top shelf. That would leave a short top shelf. More architecturally aesthetical.