Not unless you want a mess/possible fire. I've never done it to confirm and don't want to take the chance, but my theory is that there is still fuel and residual pressure in the rail and removing the plugs would basically shoot this out of the engine. Maybe remove the plugs after 5 seconds of cranking and then recrank for remainder.
