Check the Links panel to see if the image is properly linked. It might have been moved since it got put in the library.
Also, check your View > Display Performance settings. You might be set for Fast Display.
I will recheck the link the next time it happens, but I haven't moved any of the images. And my display performance setting are set at "typical." And it doesn't happen with all of the library items, just some.