I know that the Mythbusters can't be exact about everything, but from their testing they found you get better mileage with it up. It creates a "vortex" of circulating air in the bed, so there's much less wind drag.
Even if I got better with it down, I'd still leave it up because I'm too paranoid that it'll bounce around and somehow pop off.