Hooke's Law states that the force needed to extend or compress a spring by some distance is proportional to that distance, as long as the elastic limit is not exceeded. This principle is fundamental in understanding the behavior of elastic materials and is mathematically expressed as F = kx, where F is the force applied, k is the spring constant, and x is the displacement from the equilibrium position.