What do you call an illiterate wizard? … A sorcerer!  :p 
Seriously, what do you do for pre-literate scholarly spellcasters?  In RL ancient history, bards, druids, and Vedic priests would memorize vast amounts of hymns, poetry, rites, and rituals.  For a long time, there was a persistent belief...