This joke is playing off a couple things. The first is a popular saying, "Behind every great man there is a great woman." The idea being that a man's success is built with help from his wife, and great men will have had great wives.
Someone "Rolling their eyes" shows exasperation or annoyance with something.
The implication here is that the woman is rolling her eyes at the man.