Yup, I've had exactly the same problem. However, I didn't solve the problem, my mouse did by breaking and forcing me to replace it
Without knowing what mouse you have etc its difficult to solve the problem, but you are likely to have some software that controls its functions. I'm guessing, but I suspect that you need to adjust the sensitivity of the scroll wheel.
I hope someone can give more positive advice