No, in the null hypothesis, for the distribution, don't have to care; the distributions of the measurements for the men and the women can be different; the work can be distribution free, except assume that the expected values on the measurements are the same for the men and women.

For details, see my post

https://news.ycombinator.com/item?id=10484602