I think I figured it out. It's probably not because of Inductor but the Boost converter chip
I'm using TPS61090. Please check the TPS61090 block diagram.
Maybe I sometime programmed for the board using FTDI cable
and have 5V back to TPS61090 OUTPUT PIN when I'm not have battery.
That maybe make the SW pin connect to GND instead of VBAT.
Do you guys could help me how could I fix it or only replace the chip?
I will also add a switch when I program for the board, I will disconnect to the booster.

Thanks.