Noise margin low refers to the minimum difference between the voltage levels of a digital logic '0' and the maximum voltage level that can be considered a valid logical '0' in a digital circuit. This concept is crucial in determining how much noise or fluctuation a digital signal can tolerate without affecting its integrity, ensuring reliable performance in logic circuits.