Cut the green of the kohlrabi leaves into fine strips. Grate the kohlrabi and radishes into fine slices with the grater. Mix oil, mustard, honey, vinegar and water to a creamy sauce, season with salt and pepper. Mix all ingredients together and leave to stand in the refrigerator for about 1/2 hour.