Thanks guys. I actually found my own answer so I'm putting it in for future searches
The fuse box under the hood are for outside stuff (head light, rear light etc)
There is another fuse box which is behind the utility drawer that is located by the driver steering wheel. You have to take the drawer out and there is the 1"x4" black box - that's the fuse box.
To get a fuse out - you have to have the patience and ability to crawl under the steering. I was hoping to find a better way to get the defective fuse out but didn't have any luck.
I couldn't believe that Toyota put the fuse in such a cramped up place...