Okay I will try Active/Passive routers in this case, and I'll troubleshoot from that point. By the way, I did not design the Juniper setup, I only continued the configuration to make it work. It's also my first time to configure cluster/HA network.
I will update this with the result. Let's hope it work this time.
Thanks!