Pressure Cooker Recipes: Mexican Red Rice Recipe by ePressureCooker.com. Make this Mexican rice dish in 20 minutes using your pressure cooker and pantry items (less than 30 mins. for brown rice). Includes brown rice, vegetarian and gluten free instructions. Can be made in advance in quantity for a Cinco de Mayo party or to accompany a weeknight family meal. Goes great with tacos, carnitas, fajitas, carne asada, enchiladas, flautas, chimichangas, burritos and tamales.