The primary reason is that I search for everything instead of navigating to it on individual websites. That includes function signatures and other API stuff I need all day long.
And I don't keep windows or tabs open because they are hard to find again and start to pile up. So I open and close them a lot.
I don't use the bookmarks menu directly. I just open a new window and start typing. Either the page I'm looking for is in the auto complete or I hit enter and it goes to the search engine.
To sum it up, I have trouble remembering hierarchies and various navigation and UX ideas that web designers come up with. I have trouble visually grasping what's on a page (it's a kind of disability I always had). So instead I search.
In fact, that's also one of the great things about Firefox. Typing in its location bar lets me find other open windows and tabs. I love that.