Stir cumin in small skillet over medium heat until lightly toasted, about 2 minutes. Transfer to mortar. Add garlic; pound with pestle until paste forms. Transfer to bowl. Mix in cilantro and next 4 ingredients. Stir in olive oil. Season with salt and pepper. Do ahead Can be made 2 days ahead. Cover; chill. Let stand at room temperature 1 hour before serving.