Hi Yanzhe,
There are several things that could cause your symptoms. Please run the following test to help isolate the problem:
1) Swap the RA and DEC cable connectors *AT THE MOUNT*. The yellow LED will remain on, this is OK. Test N/S and E/W to determine if the problem follows the N/S buttons to the RA axis. If not, the issue is in the mount. If the issue follows the N/S buttons to the RA axis, continue on to the next step.
2) Now swap the RA and DEC cable connectors *AT THE CP5* and see if the issue returns to the DEC axis.
Regards,
Mike Hanson