Pole beans lose their lower leaves normally. As they are growing tall, expanding and producing fruit, they slough off the older and unproductive leaves. Part of the reason could be the less light they are getting or just senility. They are no longer needed.
It is just what pole beans do in my experience. I would gladly trade a few leaves for a handful of beans for supper!