In solids (like metals and semiconductors) the atomic nuclei form stable structures (often crystals). Protons are bound to their nuclei, and the nuclei don’t move, so neither do the protons.

Electrons, on the other hand, can move between atoms, which allows them to form an electrical current.

There are special cases, but that’s the basic answer.