I just leave it on. I've got one on each of my guitars that are uncased and hanging on my wall. My only concern, originally, was there might be some kind of reaction between the finish on the headstock and the padding on the tuner clamp. After checking numerous times in the early months, I've found this was not an issue with any of my guitars. Do whatever works for you.
