Finally I have figured out the way!
In the movement FSM, I leave the Vector section as X0 Y0, and in the jump FSM, I leave the Vector section the same, it seems they conflict with each other. When I turn both off to None and uncheck Every Frame in Set Velocity 2d for Jump, everything becomes normal. My character now can run and jump like a human.
Thanks!