After 2nd level sub category the image will not show. I have found out why. It add the sub-category seo url to the cache image url cause the image can't load. But, don't know how to fix it.
PS: Used Journal Theme. I have tried to disable the lightning and everything work perfectly. So, I am sure the issue is cause by lightning.