I had a similar problem on my Mi Mix 2 with a blinking white led after the battery has totally discharged.
Here's how I fixed it:
1. Try plugging into different chargers:
Fast charger
Slow charger
Computer USB
2. Charge for a few hours to 1/2 day until screen flashes and/or you see the boot...