The data backs it up: http://research.microsoft.com/pubs/167719/whyfromnigeria.pdf
I've also personally seen how "boring" and "ugly" web pages with lots of bold and italics and even underlines convert better than a trendier, "prettier" version. For non-spam, non-scam products.