The band 's 2005 major-label breakthrough , From Under the Cork Tree , produced two hit singles , `` Sugar , We 're Goin Down '' and `` Dance , Dance '' , and went double platinum , transforming the group into superstars and making Wentz a celebrity and tabloid fixture .
`` Sugar , We 're Goin ' Down '' was the first single from their album From Under the Cork Tree .