Combine 1/2 cup coconut milk and all remaining ingredients in blender. Puree until smooth. Thin with more coconut milk by teaspoonfuls for desired texture. Season to taste with salt and pepper. Can be made 1 day ahead. Cover; chill. Bring to room temperature; stir before serving.
*Available at most supermarkets and at Asian markets.