Combine water and sugar in a small saucepan; bring to a boil. Boil 10 minutes. Stir in lemon juice; boil an additional 5 minutes. Remove from heat; let cool. Stir in vinegar. Transfer mixture to a large mixing bowl.
Gradually add oil, beating constantly. Add remaining ingredients; beat until thickened and well blended. Cover; refrigerate.