Preheat oven to 350°F.Mix oil and sugar until well blended. Add eggs and vanilla; stir just until blended. Mix all dry ingredients in a separate bowl.
Stir dry ingredients into the oil/sugar mixture. Pour into greased 9 x 9 square pan. Bake for 20 minutes or until sides just start to pull away from the pan. Cool completely before cutting.