Take off the butterfly plate and save it somewhere.

The force of the air striking the plate will partially close the throat at a set RPM if it is adjusted properly and all the parts are working. Its really not much more than a spring counterbalance and an eccentric.

I doubt that you will see much of an MPG improvement with it removed... but it will hinder high end RPMs if installed.. that's its job.