The video stars Tara Perry and features a cameo appearance by Chris Carrabba of Dashboard Confessional. Jenkins had this to say about the video's concept, "I think the idea behind my character being haunted by flashbacks and demonized by the ghost of a girlfriend past is that relationships are kind of a nightmare".

He adds this about the Rocky Horror inspiration, "That this coincides with the 40th anniversary of The Rocky Horror Picture Show just feels so lucky as well. 'I'm Going Home' has been our walk-out music every night for years and Tim Curry is a huge influence on me as a performer."