The group joined together to chant: "Shame, shame, shame".
One woman read out a statement from Labour corrections spokesman Kelvin Davis, stating the Christmas Island riots kicked off because of a "build up of fear, anger and frustration at a system that is broken".
"A strong prime minister could have made a difference, and the Christmas Island riot could have been avoided," the statement said.