Cannot boot to twrp recovery after rooting second time
It was a firmware issue. TWRP requires latest firmware/ROM to be installed. Otherwise twrp get stuck at teamwin logo.

I installed latest MIUI ROM (MIUI 8.2.1) on my device and rooted it and installed latest TWRP image(3.1.1) using fast boot. It booted to twrp recovery successfully.