Vigilantes! Taking Justice Into Their Own Hands

When heinous crimes go unpunished by authorities, do we just let the perpetrators get away?  Or, as private citizens, do we have the right to serve as judge, jury and sometimes, executioner?  While various justice systems have standardized rules for what constitutes crime and appropriate punishment, what happens if we let people decide these things for themselves?