If you are out of ammo then yeah, but he can only take like 8 or so stun charges before he goes down (normal difficulty). Plus there's like a dozen explosive barrels around you can throw in his face.
Playing on hard, finally got it, backtracked to get an AR. Damn his nade spam though.