I don't understand why exactly, but an image saved at 2x pixels isn't necessarily 2x the bytes.
Take 20 minutes and at least redo your logo and key images.
Here's my take on how (short-form of author's post): http://telecuda.tumblr.com/post/26032269612/optimize-blurry-...