It depends which definition of ergodicity you have at your disposal. For example an independent sequence will form an ergodic sequence using the Kolmogorov 0-1 law (it means that each invariant set has measure 0 or 1). But if we take for example , where is iid, we obtain an ergodic process which is not weakly stationary.