Yes. A bank can close an account, as explained in your account agreement, for reasons such as fraudulent account activity. In cases of identity fraud, a bank may close the account to prevent more fraudulent withdrawals.
Review your account agreement for policies specific to your bank and your account and contact the bank directly for more information.