Sorry kiddos, this is incorrect. I killed him 20 times back to back and not one drop. My best guess is that he only drops it if you have the quest to kill him... this is NOT confirmed...
-Circ
"Using this scroll grants a Journeyman Scholar recipe. This recipe may only be used once."