Getting rid of all the words that no one is going to read has several beneficial effects: it reduces the noise level of the page; it makes the useful content more prominent; it makes the pages shorter, allowing users to see more of each page at a glance without scrolling.
Don’t make me think
Being an expert in online usability Krug gathered his experience in a wonderful book. This summary of key thoughts will help you to remember most important principles and laws.