Transaction rollback on SQLException using new try-with-resources block

I have a problem with try-with-resources and I am asking just to be sure. Can I use it, if I need to react on exception, and I still need the resource in catch block? Example given is this:

try (java.sql.Connection con = createConnection())
{
    con.setAutoCommit(false);
    Statement stm = con.createStatement();
    stm.execute(someQuery); // causes SQLException
}
catch(SQLException ex)
{
    con.rollback();
    // do other stuff
}

I fear that I am still doomed to use the old try-catch-finally in this case, even according to oracle documentation - "catch and finally blocks in a try-with-resources statement, any catch or finally block is run after the resources declared have been closed."