First and formost.....we need pictures of your beautiful Persian kitty
PLEASE?
Second,
welcome to pets.ca anamiko, we have some wonderful cat people here that hopefully can aid you with this problem you have.
Third, is the litter box too high for him to get onto? In a spot that is noisy?
I am not much of a cat person but someone mentioned the height of a litter box once before.