I figured it out myself, working code is:
// ...
foreach ($tweet as $t) {
$date = new DateTime($t->created_at);
$date->setTimezone(new DateTimeZone('Europe/Amsterdam'));
$formatted_date = $date->format('H:i, M d');
echo $formatted_date;
}