Listen to the recording of ATC personnel talking to the rogue pilot. He's just a normal guy with a few screws loose.
I think they correctly assessed this man to be non-threatening to ground targets.
Now, if the guy was non-responsive or erratic or started making threats, I do expect that the F15s might have been used.