Rate-Distortion Theory is a fundamental framework in information theory that quantifies the trade-off between the fidelity of data representation and the rate of data transmission. It provides a mathematical foundation for lossy data compression, determining the minimum possible data rate needed to achieve a given level of distortion or error in the reconstructed data.