Dropping a Gangster Share definition Flag Taking a humongous shit. Sometimes to Vanilla Ice's Ice, Ice Baby "Dude, he's been in there Dropping a Gangster for 30 minutes now." Dropping a Gangster by Horse Nipple March 13, 2008 Get the Dropping a Gangster mug.