"'Freely, then, and plainly,' said the physician...the disease is what I seem to know, yet know it not.'"(p123)
Chillingworth is cryptically explaining that he knows about the disease, but needs to delve in deeper to find out more about the disease, which is a scheme to learn Dimmesdale's dark secrets.