Generally speaking, can you cancel and get a refund on auto insurance in the middle the term?

I'm selling my car and am not going to buy a new one. I'm in the middle of a 6 month insurance agreement that I pre-paid. Does the insurance company have to refund my money for the unused portion or am I out of luck?