To subject someone to a penalty or punishment for some crime, offense, wrongdoing, or transgression. You can't penalize your students for simply speaking truthfully. The player was penalized for using performance-enhancing drugs. The regulatory committed penalized the company for failing to pay its fair share of taxes.