I have figured it out. The problem is because I used the iguana tinker's tweaks mod. It prevents starting game with wooden tools and flint no longer drop when digging gravel. Instead, I have to use 3 gravels to make one flint.
Anyway, problem solved. Thanks~
Yeah, that is really a good idea...