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The crystal looks inductive in a narrow region near its resonance (actually, between its series and parallel resonances). That's 90 degrees of phase shift. You need another 90 degrees (provided by either of the caps) to get 180 degrees phase shift between in and out, which is the main condition for oscillation. That's about as simple as I can describe it.