Neo4j Desktop Failing to Launch

The desktop client fails to launch. No UI comes up at all when I start the desktop client. I'm not sure how to debug this further.

I have used a much older version of Neo4J and am not sure how to clean up files from previous installations. (I did delete the app from /Applications)