Apparently, Section Three, Clause Two of Gotham Ordinances states that "Citizens aggrieved by uncontrolled crime may enforce their own police procedures."
How awesome is that?!
(I believe that the Silver Age Gotham City also had laws on the books forbidding anybody but Batman and Robin from wearing their costumes. Which is goofier, but not as outrageously wonderful.)