Neuromuscular blockade monitoring is essential in anesthesia to assess the depth of muscle relaxation and ensure adequate recovery from neuromuscular blocking agents. It involves using techniques like train-of-four monitoring to prevent complications such as residual paralysis and ensure patient safety during and after surgical procedures.