mysql - Expected exception message not displaying in PHP

I want to write a program with database connectivity and exception handling in PHP. If I insert an incorrect username then it should display its corresponding error message, and if I insert the incorrect database it should display its corresponding error message.

But in the following program whether I insert incorrect database or incorrect username it only displays the message "Could not connect to database".

   $hostname = "localhost";
   $username = "root1";

   $password = "";
   $database = "php_thenewboston";
   $conn = mysqli_connect($hostname,$username,$password);
   $conn_db = mysqli_select_db($conn,$database);
   class ServerException extends Exception{}  
   class DatabaseException extends Exception{}
   try{
       if(!$conn){
           throw new ServerException('Could not connect to server.');
       }elseif(!$conn_db){

           throw new DatabaseException('Could not connect to database.');
       }else{
           echo "Connected.";
       }
   }catch(ServerException $ex){
       echo "Error :".$ex->getMessage();        
   }catch(DatabaseException $ex){
       echo "Error :".$ex->getMessage();
   }
?>

I am a beginner in PHP.
Please comment below for any query.

EDIT

As asked by @Hatef
Below is the var_dump of $conn when username is incorrect, password is correct and database name is correct

object(mysqli)#1 (19) {
  ["affected_rows"]=>
  int(-1)
  ["client_info"]=>
  string(79) "mysqlnd 5.0.12-dev - 20150407 - $Id: 241ae00989d1995ffcbbf63d579943635faf9972 $"
  ["client_version"]=>
  int(50012)
  ["connect_errno"]=>
  int(0)
  ["connect_error"]=>

  NULL
  ["errno"]=>
  int(1044)
  ["error"]=>
  string(68) "Access denied for user ''@'localhost' to database 'php_thenewboston'"
  ["error_list"]=>
  array(1) {
    [0]=>
    array(3) {
      ["errno"]=>

      int(1044)
      ["sqlstate"]=>
      string(5) "42000"
      ["error"]=>
      string(68) "Access denied for user ''@'localhost' to database 'php_thenewboston'"
    }
  }
  ["field_count"]=>
  int(0)
  ["host_info"]=>

  string(20) "localhost via TCP/IP"
  ["info"]=>
  NULL
  ["insert_id"]=>
  int(0)
  ["server_info"]=>
  string(21) "5.5.5-10.1.16-MariaDB"
  ["server_version"]=>
  int(50505)
  ["stat"]=>

  string(132) "Uptime: 1072  Threads: 1  Questions: 16  Slow queries: 0  Opens: 18  Flush tables: 1  Open tables: 11  Queries per second avg: 0.014"
  ["sqlstate"]=>
  string(5) "00000"
  ["protocol_version"]=>
  int(10)
  ["thread_id"]=>
  int(9)
  ["warning_count"]=>
  int(0)
}

Below is the var_dump of $conn when the username is correct, password is correct and database name is incorrect.

object(mysqli)#1 (19) {
  ["affected_rows"]=>
  int(-1)
  ["client_info"]=>
  string(79) "mysqlnd 5.0.12-dev - 20150407 - $Id: 241ae00989d1995ffcbbf63d579943635faf9972 $"
  ["client_version"]=>

  int(50012)
  ["connect_errno"]=>
  int(0)
  ["connect_error"]=>
  NULL
  ["errno"]=>
  int(1049)
  ["error"]=>
  string(36) "Unknown database 'php_thenewboston1'"
  ["error_list"]=>

  array(1) {
    [0]=>
    array(3) {
      ["errno"]=>
      int(1049)
      ["sqlstate"]=>
      string(5) "42000"
      ["error"]=>
      string(36) "Unknown database 'php_thenewboston1'"
    }

  }
  ["field_count"]=>
  int(0)
  ["host_info"]=>
  string(20) "localhost via TCP/IP"
  ["info"]=>
  NULL
  ["insert_id"]=>
  int(0)
  ["server_info"]=>

  string(21) "5.5.5-10.1.16-MariaDB"
  ["server_version"]=>
  int(50505)
  ["stat"]=>
  string(132) "Uptime: 1417  Threads: 1  Questions: 18  Slow queries: 0  Opens: 18  Flush tables: 1  Open tables: 11  Queries per second avg: 0.012"
  ["sqlstate"]=>
  string(5) "00000"
  ["protocol_version"]=>
  int(10)
  ["thread_id"]=>

  int(10)
  ["warning_count"]=>
  int(0)
}