It happens to everybody, but you can more or less control it by changing the angle of your body (crotch) in relation to the surface your are making love on.
Possibility that I get those sounds out of is higher when my belly is sort of parallel to bed. But when my, chest is higher then my crotch, I don't have this problem. Or if my chest is much lower then my crotch, there is no problem either.
Try to notice if you get any difference changing angles as described above. Find your best solution.