It is because of two factors:
1) Their mass is so small and as gravitational force is directly proportional to mass, it is also small in magnitude
2) The distance between nucleus and other particle (electron) is very high as compared to their own size, and as distance is indirectly proportional to each other, gravitational force is very low
Hope this helps!