Is it possible to make a metal plate emit protons (not electrons) when it is illuminated with light? If possible, how?
No. Electrons are very loosely bound while protons are are held together by the strong force. It would take an enormous amount of energy to eject a proton and does not actually surmount the potential barrier of the strong force it merely tunnels through it (this is called proton decay). For electrons, which are bound to the nucleus by electromagnetic force, have a potential barrier that is much, much easier to surmount. This is why electrons get ejected and not protons.
The strong force is roughly 137 times stronger than the electromagnetic force. This approximately means the barrier that the proton needs to over come is 137 times larger than the electrons barrier.
Please note the comments for additional insight. Thanks @JohnRennie, @yatima2975, and @BrandonEnright!
As jerk_dadt said, protons are much more tightly bounded in the nucleus by the strong nuclear force. Furthermore, photoelectric effect happens typically on metals, where the most external electrons are "floating" in no-mans land between the atoms, not tightly bound to any of them. So, the bonding for the protons is way stronger than 137 times. But we can assume you can generate a photon sufficiently energetic.
Let's revisit what happens when you shoot a UV photon to your metal. It first encounters the electrons, and if it gets absorbed, it will increase its energy, move at a high speed and be scattered until it gets outside of the metal. The shift in momentum (from going towards the surface to going away from it) gets absorbed by the rest of the structure. It is really tiny, and dispersed across several scattering processes, so not a big deal.
But now you have your super-energetic photon. The cross-section for the photon-electron scattering decreases with the energy of the photon, so you could assume it passes through the electronic shell without a problem. It now hits the nucleus, that offers a much broader target and gets (at least partially) absorbed. Then, suddenly, the protons inside will have a high energy and start moving. The strong interactions are quite complicated and a detailed calculation of what would be exactly going on is difficult, but for sufficiently high energy photons, you will excite the atom so much it would split. If the energy is high enough, you will also create pairs of particles than will take away part of the energy.
The fragments will follow what is energetically favorable, so my guess is you will get two fragments roughly similar in size, as you do in most radioactive decays.
Let's assume the original metal was iron, the most efficiently packed nucleus. The new fragments have a much higher energy than the original, so the fragments will not have much kinetic energy and move slowly. They will attract the electrons around them and try to bond chemically with the material around.
But if you had say, uranium, the two fragments will have much less energy than the original, so they can actually move fast (minus the energy taken by neutrinos, photon emission and so on), and they could get to escape the solid.