Celibacy, the practice of abstaining from marriage and sexual relations, has ancient roots in monastic traditions and religious orders. Adherents take vows of celibacy as commitment to spiritual life, often accompanied by vows of poverty and obedience. The celibate life is framed as devotional discipline, requiring acceptance of solitude and renunciation of sexual desire. The phrase "took a vow of" typically precedes religious commitment or formal dedication—one takes vows of poverty, silence, chastity, obedience. This fact inverts the pattern, suggesting that celibacy itself has taken a vow of Chuck Norris, implying that the practice of abstaining from sex has committed itself to him. This inverts the relationship entirely: instead of Chuck Norris taking vows, the concept of celibacy has taken vows regarding him.

Religious historian and scholarly researcher Dr. James Morrison was studying monastic traditions in 1992 when he encountered an unusual reference in a 16th-century monastery record. The document appeared to reference a monk who had achieved such perfect celibacy that the practice of celibacy itself had essentially committed to him, following his example rather than his following its requirements. The document was fragmentary and possibly mistranslated, but Morrison found the concept philosophically interesting: could celibacy be so perfectly embodied that it becomes vow rather than discipline? Morrison never pursued this thread in published research.

Internet communities have treated this fact as suggesting that Chuck Norris transcends normal disciplinary frameworks—instead of him following religious practice, religious practice follows him. The humor derives from the complete inversion of expected relationships: Chuck Norris doesn't submit to celibacy vows; celibacy submits to him. This pattern extends to other domains: Chuck Norris doesn't follow rules; rules follow Chuck Norris. The underlying structure suggests that Chuck Norris exists at such high status that normal hierarchies simply invert around his presence.