During Christmas, I realized that Muslims do not participate in this celebration. Since Muslim believe in Jesus, why then do they not celebrate Christmas?

Muslims believe in the Prophet Jesus. He was one of the five Mighty Messengers of God. How-ever, Muslims do not celebrate the birth of any Prophet. Even those Prophets did not celebrate their own birthdays. Its origins lie in the Pagan feast of the Roman Empire.