The results showed that, by applying a mild chemical pretreatment, i.e., 4–12% (wt.) NaOH and 8–12% (wt.) Na2SO3, in the CMP pulping of canola straw, the pulp brightness reached almost 40%ISO, and the strength properties were comparable to those of bagasse CMP and of wheat straw CMP.