I avoid romances, especially Mills & Boon.
Historical novels - I try reading them every so often but I don't think I've ever finished one
Novels written in the present tense
Another thing that I don't necessarily avoid, but I've noticed that the more quotes there are inside the cover praising the novel, the less likely I am to get past the first few chapters.