A massage roller mechanism has two round disks and a plurality of massaging units between the two round disks, a shaft connecting the two round disks, a plurality of through apertures evenly and respectively disposed around the shaft on the two round disks. The massaging unit utilizes an elastic band to connect a plurality of massage beans, and the massaging units are secured onto each through aperture between the two round disks via the elastic band.