I think they are named "fender liner pad" and yes it's part of the aerodynamic under the car
Indeed the effect of the individual part would not be noticeable (just like the little fins sculpted on mirrors and lights assembly). A member of this forum mentioned taking them off without any effect.
On the other hand, I can't help asking : what gain do you expect by removing them ?