I recommend a good scrub every now and then. I would never clean mine, then one day I used it to cool water. And the water turned out brown. Then I used green scrubby pads to clean the chiller, and got a TON of crap off it.
Try green scrubbys or even SOS pads. Get that thing glowing like new.