I dont think she means drugs, but hey Lana makes drug references all the time. I think this song is called Black Beauty because she sees the beauty in his darkness. She sees the good in all his bad, his dark, sarcastic, dull, look at existence with pessimism attitude. He doesnt see the good in life, and she loves his view even if she might not understand it.