Neither nature nor evolution is "fair".

The female is not one bit more burdened by the male not having children than she would be if he also got pregnant - only then she wouldn't have an unencumbered partner for support. This still holds true today with an economic emphasis - being a single mom is a lot harder.

Unfortunately, if the species is to continue, somebody gets the job of bearing and feeding the brats.