Rossi explained the full story to why he left the BAU in Criminal Minds: Evolution

Rossi had expressed his frustration with bureaucracy for quite some time, sharing his desire to write books instead. This led him to depart from the BAU team prior to the start of “Criminal Minds.” However, in a more recent episode, Jill Gideon surprised us all by reversing the situation.








