The man caused about $10,000 in damage to the store.
He drove his dark pickup truck, with a white high rise cab, into the store at around 2 a.m. Saturday.
Police described the man as being around six feet tall. He was wearing a dark winter coat with a reflective stripe across the middle, light coloured jeans and dark winter boots.
Police have asked for the public's assistance to identify the man's vehicle, which may have fresh damage.