Energy level uncertainty refers to the inherent indeterminacy in the energy of a quantum system, as dictated by the Heisenberg Uncertainty Principle, which states that the more precisely the energy is known, the less precisely the time duration of that energy state is known. This concept is crucial in understanding phenomena such as quantum tunneling and spectral line broadening in atomic and molecular systems.