Preheat oven to 350 degrees. Mix the dry ingredients in an 8 x 8 inch cake pan. Make three wells is the dry ingredients - add the oil, vinegar and vanilla in each well. Add water. Stir in the pan until thoroughly incorporated.
Bake the cake for 30 minutes. Cool completely - frost with your favorite frosting or dust with powdered sugar.