When the soil dries completely there are hydrophobic residues on the surface that prevent the water from being absorbed until the surface tension is broken.
ELI5-er:
When the soil dries completely, waxes and oils in the soil protect the surface.
Kind of like the way it is hard to wet a new towel.
Source: asked this exact question in hydrology class once.
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