Unfortunately, we have a negative case study for this belief, one that proves the impact would be minimal: Android. Chrome on Android doesn't support any adblockers, while Firefox does, with perfectly simple installation. Still, Firefox Android is only a tiny sliver of the pie.

(posted from Firefox on Android)