Decoupling capacitors are used in electronic circuits to stabilize voltage levels by providing a local energy reservoir, which helps to filter out noise and prevent voltage spikes that can disrupt the operation of integrated circuits. They are strategically placed near power supply pins of chips to ensure a smooth and stable power delivery, enhancing the performance and reliability of the system.