Your argument about individual members of society however is, with respect, flawed. The masses of society, when all working towards a common goal are not tiny droplets in the pond but indeed the mighty torrent that can sweep away even so powerful an entity as the state. To advocate for a lower standard of evidence based on the fact that "everyone knows he is guilty" is, as mentioned, to advocate for a trial system based on mob mentality. Furthermore, public opinion can can be easily swayed by what is reported to it and I will spare this thread the question of the media or powerful individuals like Trump or Russia or Clinton etc using the media to subvert public opinion.
The system again may not be perfect but it is there to protect not only from the might of the state but also from the dictatorship of the masses which may, unlike the court system, have their own reasons for convicting someone, reasons which may not even have anything to do with the actual matter. This is even more problematic as the court system is at least subject to review and appeal whereas the masses have absolutely no check on them.
It's still not the same standard as the one society needs. The state wields a big hammer, and such it has relatively high standards. Us, individual society members, wield a tiny mallet, and as such we should feel more free to wield that than the state does. As the gp notes, we already do in many cases.
The courts should really be the last resort for this stuff; society should be dealing with it cleanly before it ever gets there.