A step-by-step guide to relieve multifidus muscle pain includes warming up, self-massage, strengthening, and stretching exercises. The video emphasizes the importance of addressing muscle tightness and weakness to alleviate deep back pain and improve stability. Following these techniques can lead to long-lasting relief and better spinal health.