The wave and particle models are our own. They don't necessarily respect the true nature of reality. A bit like the old anecdote about blindfolded people feeling an elephant.
The dual, contradictory model predicts reality better than a unified one can. A set of contradictory rules might create better outcomes than a set of straightforward rules.