Actually, Virginia - the red sock thing was with the Captain America style costume Martha made. When he emerges in the (shieldless) Superman costume, the boots are leather (you can see the decorative lacing on them).
Ingeborg is right - as he's pulling up the red socks with the Captain America outfit, you can see white athletic socks beneath the red as he pulls them up.
