What about multiple passes with a router table?
I was thinking of that, but a. I don't have the equipment and b. I'll still end up with too much weight.
All that being said, I mocked up my project in Sketchup and it turns out a sub-1" frame actually looks quite good, so I can go back to the easier to work with, lighter, and cheaper MDF.