I can choose not to eat sugar. I can't choose not the get shot by the police. Diabete also kills at a much later average age than police.

Also, getting killed is only one hard-to-hide extreme flavor of police brutality. There are also beatings, rapes, and theft (both civil forfeiture and simple banditry).