Great underrated or underread books

Anthony Esolen is in the middle of writing The Politically Incorrect Guide to Western Civilization, a project that has him looking at some books he hasn't read in a while. This got him thinking about compiling a list of the "Top Twenty Books Nobody Reads." He tosses out a list to get things started, but he's open to nominations.