Connectionist networks are too simple
Real neural networks in living organisms exhibit complex dynamics and chaotic activity that connectionist networks lack. These complex dynamics seem too messy from an engineering standpoint but are critical to an understanding of neural dynamics.
Christine Skarda & Walter Freeman, 1987.