This USB to TTL Serial board based on the CP2102 chip, it have no enough current (400mA+) to driven ESP8266. So I will fix the issue.

CP2102 Datasheet: https://www.sparkfun.com/datasheets/IC/cp2102.pdf

UPDATE: I made a new CP2102 USB to TTL converter depend on the board. It's now on tindie.