The Louisville man behind it says it's actually a remote-controlled helicopter that's underneath the Grim Reaper costume.
It's so quiet that people don't hear it as it sneaks up on them.
After their nerves calm down, most people say they think having the Grim Reaper chase them is kind of funny.
The video's been viewed on YouTube nearly 300,000 times in just a day.