He had (or has) autoimmune encephalitis (http://en.wikipedia.org/wiki/Encephalitis#Autoimmune_encephalitis) and was being gaslighted by Hannibal (who knew he was sick and with what) to believe it was mental illness, not physical, at the same time. It was...intense.