If there was no previous notice of this policy you should be entitled to a refund for any remaining time on your contract.
They withheld important information that would have been a major deciding factor on whether or not you would have sent your child there.
Check every paper you signed and use a magnifying glass because if there is any mention of this policy there isn't much you can do.