Hello Sen,
See following advice for you, pleae!
(1) Measuring wave form of PWM
Check if PWM wave form is normal.
(2) Checking LED driver circuit
If PWM wave form is ok, please check if LED driver chip's enable PIN can work normally.
(3) Checking driving capbility of LED driver chip.
I mean if drving current provided by LED driver chip is enough.
This is an example, hope it is helpful for you:

Best Regards,
Weidong