The Man from Nowhere follows the story of a mysterious loner named Cha Tae-sik, who embarks on a dangerous journey to rescue a young girl who becomes entangled in a drug ring. As the plot unfolds, Tae-sik's dark past is revealed, adding layers of complexity to the story.