Considering European call options, we prove that CRR-type binomial trees systematically underprice the value of these options, when the spot price is not near the money. However, we show that, with a volatility premium to compensate this mispricing, any arbitrarily high order of convergence can be achieved, within the common CRR-type binomial tree framework.