Not a skyscraper or abandoned by any means (developers are adding 200,000m^2 of additional space), but the New South China Mall is an unbelievably huge and empty structure that opened in 2005 and has been 99% vacant ever since. It is also the world's largest mall by total leasable area.
Images from Remko Tanis's Flickr account.
You can read some inane babbling on the official website, which calls the opening of a KFC an "eruptive vent of wealth:"
http://www.southchinamall.com.cn/english/pop.jsp?id=534