Jehovah's Witnesses do not celebrate Christmas because they believe that the holiday is a pagan tradition that has been adopted and commercialized by the modern world. They view the holiday as a distraction from true worship and believe that it is not in line with their religious beliefs. They prefer to focus on their relationship with God and the importance of spreading the Gospel message.