Giovanni Quiroz, 46, brought the plaques from Lima, Peru. Investigators say he made inconsistent statements about his belongings and where he was headed.
They X-rayed his 18 painted plaques and reportedly found four and a half kilos of cocaine inside.
If convicted, Quiroz could face up to 40 years in federal prison.