Do you run it open due to overheating?

Normally with a case if the fan setup is correct it will only work properly with the case closed as the fans will create an air pressure difference inside the case to force the air to circulate.

My main system also has a clear side and I'm the same. Any dust on the inside is instantly noticeable and gets removed.