No idea why. I just kept refreshing facebook debugger and managed to change some images to what I wanted. If this helps, I also changed the images from png to jpg and refreshed the facebook debugger again.
I think with time and constant refreshing of facebook debugger, I will get facebook to refresh the correct image for all my pages.