I've deleted the album in pc, but the album in iphone still can't be remove?

First I've uncheck the folder in itune, but the album in my iphone still can't be removed.
After that, I have tried to delete the album in my pc, but the album in iphone still remain in my iphone.
May i know how to delete the unwanted folder in my iphone?

Just usual iLogic, nothing to do here inteligent creatures…