Question: what episode did hotch leave?
Answer: In episode 12.6 titled "Elliott's Pond" it is revealed that Hotchner is leaving his post as longtime head of the BAU after discovering that serial killer Peter Lewis (Bodhi Elfman) is stalking Jack. Hotchner decides to enter the Witness Protection Program with his son to keep him safe.