It certainly does help. Being overweight can affect yoiur fertility just as being underweight can. I read that you should have a body fat percentage of 25 for ideal conception and a BMI between 20-25.

It is always a good idea to be has fit as you can before pregnancy anyway.
Give it a go. It can't hurt!