This is a pun on the word "grave". "Grave" is used to emphasize that something is very bad. A grave charge is a terrible, huge charge. The word "grave" can also mean a stone slab you put where someone has been buried. The sign is in a cemetery, and a cemetery is full of graves.
A sign at a cemetery reads , ' No Trespassing , Violators Will Face Grave Charges ' .