Hi Jun,
Is it always amber? If system led is amber this means system is receiving power but is not functioning properly and RPS led amber means it is connected but not functioning properly. One of the power supplies in the RPS could be powered down, or a fan on the RPS could have failed.
Can't you check the boot process while it boots up?
Regards,
Ankur