Nuclear Release Notice Act of 2006 - Amends the Atomic Energy Act of 1954 to condition the issuance of a license for a utilization facility on a requirement that, in the event of any unplanned release of either fission products or other radioactive substances, the licensee immediately notify the Nuclear Regulatory Commission and the state and county in which the facility is located.