Use of force by the police is a substantial problem in India. To a large extent, the measures so far have focused on police’s functional autonomy and independence from political pressures. Yet, this also merits the question of whether fixing the political–police relationship alone will lead to more accountable police. While such top-down reforms have been pending since the time of independence, they have overlooked the simultaneous need for bottom-up approaches focusing on police empowerment. To rethink police accountability in India, we must focus on two core areas—community policing, and better training. These structural measures focus on changing the police–public power equation and mark the shift from a colonial police force to one that is true to the spirit of democratic policing.