You Can Renounce
Australia allows renunciation. Form 144 to Department of Home Affairs. Fee: $70. Takes 2-3 months to process.
Why People Renounce
Retain another citizenship. Reduce tax liability in certain cases. Move permanently to another country.
Can't Be Forced
Australia doesn't strip citizenship for crime (unlike some countries). You can only renounce voluntarily.