What kind of image is it? .png, .jpg, or .tiff? If it is not one of those, or if it is .tiff, try resaving it as .jpg or .png (jpg is smallest i believe, also known as .jpeg)
I have had some large images lol, never ran into this issue... Mind giving me the link to the pic? I could see if i could make it work.