A massage device includes a shaft and a detachable massage member. The shaft has a first end provided with a connector for releasably connecting the shaft to a swivel joint. The detachable massage member is detachably connected at a proximal end to an opposite second end of the shaft. With the above arrangements, the massage device can be conveniently operated directly by a user to achieve the effect of deep massage of a variety of muscles.