The message, which included a racial slur, was spray-painted outside a home in Hoboken on Clinton Street Friday night.
Police say security cameras caught a bald man in dark-colored clothing writing the graffiti in the driveway.
A woman who later saw the message tells Eyewitness News she has never seen anything like this in her neighborhood.
Hoboken police are using security footage to track down the suspect.