Whomever incurred the bill (presumably the previous owner) is ultimately responsible, but you will almost certainly my have to pay it in order to get service (the utility is allowed to not connect a property with an outstanding bill); you then have to sue for reimbursement if you deem it worthwhile (e.g. if you think they'd have the money and you can collect from then).