Amplifier distortion refers to any alteration of the audio signal in an amplifier, altering its original waveform and potentially leading to sound quality loss. It is crucial to manage distortion to maintain high-fidelity audio reproduction, as excessive distortion can generate unwanted noise and interfere with the intended sound output.