How to replace a door knob without screw
As @ Daniel Griscom suggested, I'm able to pull the latchbolt out from the side. 

After prying off the bezel a little bit by a flathead screwdriver, I integrated the door knobs back and pull it side way, and successfully uninstalled the bezel and the latchbolt together.