+1 ours got so moldy inside. Especially after the hardwood installers ran them while sanding. I've gotten quite good at deep cleaning and sterilizing them, but it's a long and messy process.

Is there something that needs to be done other than the filters?

Yes. The mesh grid and all the plastics around it. It's not really possible to deep clean without specific equipment.