The Fermi level is the energy level at which the probability of finding an electron is 50% at absolute zero temperature, serving as a reference point for electron energy distribution in solids. It plays a crucial role in determining the electrical properties of materials, influencing conductivity and behavior in semiconductors, metals, and insulators.