As a metaphor, a rock serves as an anchor, an center of stability that prevents a person from drifting away and straying from their core beliefs. It also brings the image of someone with a definite purpose in their life that does not get distracted from that purpose.
By saying his wife is "his" rock, he brings the image of the anchor for his life, the first image I mentioned.