The Von Neumann Bottleneck refers to the limitation on throughput in a computer system caused by the separation of the CPU and memory, as they can only communicate over a shared bus system, restricting data transfer rates. This architectural limitation creates a performance bottleneck because the speed of the CPU outpaces the speed at which data can be delivered from memory, causing inefficiencies in processing tasks.