Official Lovecraft Homepage (links part here)
You can check if there're any books for free, legally, there. As for all books, I doubt it. Found some sites that let you download it for free, but they were in formats for pocket pcs and PalmOs. Besides that, there're sites like
this. My guess is that some are for free, and others aren't, how strange it may be.