In a sense yes, and this has already happened. It's just that GPUs are under lock and key just like early processors were. There are interesting development leaks you can find, like NVIDIA cards supporting USB connectors on some models, implying you can use just the GPU as a full computer.
Many ARM devices boot from GPU.