Combine first 3 ingredients in a large bowl. Cover and let stand 30 minutes or until water is absorbed. Add cucumber and next 6 ingredients; mix gently.
Combine lemon juice, olive oil, and pepper in a small bowl; stir well with a whisk. Pour dressing over salad; toss gently to coat. Cover and chill at least 8 hours.