The incident occured on the 14600 block of Aetna Street on Sept. 29.
The man was caught on video, pushing the couch against a tree and setting it ablaze with a match or lighter.
Anyone with information about the suspect was urged to contact the LAFD's Arson Counter Terrorism Section at (213) 893-9850.
CNS contributed to this report.