This is because, the beans will swell up as they cook, and lack of water will burned them. Place the cooker on high heat, and wait till the first whistle, to lower the heat completely. Cook the beans for at least 45 to 50 minutes over low heat. Remove the cooker from the stove, and let the pressure drop. Open the cooker and your pinto beans are ready.