Came across this one whilst working with an TinyMCE plugin.
I had some additional css on the image i was trying to get the height and width of – display:none;

That’s the problem. Just use visibility:hidden; in your CSS and all will be fine in the world.
Oh just in case you are using the incorrect javascript as [...]