Gay-Lussac's Law describes the direct relationship between the pressure and temperature of a gas, stating that the pressure of a given mass of gas varies directly with its absolute temperature when the volume is held constant. This law is a fundamental principle in understanding the behavior of gases and is crucial in applications involving gas pressure and temperature changes.