I Am Legend by Richard Matheson.
I cannot not recommend this. Oh, and if you have seen the movie and dislike it, give the book a try. It is different. And better.
It by Stephen King. I haven't read many stephen king's books, and I can't forget this one. It's a bit overlong, IMO, but very scary.