I had similar problem.
After a few weeks , i could not tolerate further and tried to do something.
At first nothing worked , then i adjusted my toilet bowl pump after some fiddling and then no more noise!
BUt exactly how i am not too sure, i think i adjusted somepart upwards.
hope it helps.