When the moon is close to the horizon, atmospheric humidity has a magnifying effect on it’s appearance that decreases as it rises into the sky.
As the moon is never “really” that much further away from Earth in it’s orbit, it is the larger distance of “atmosphere” you are peering through to see it low in the night sky that causes the “big moon” effect.
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