One reason for a difference in tonal quality between a capoed and uncapoed guitar is that the open strings are effectively fretted identically to the fretted strings; i.e. they're pressed against a fret rather than the nut.
Not sure about an explanation for any particular magic associated with the 3rd fret.
By the way, I love the sound of my guitars capoed as well.
Regards,
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