Pokémon and sports cards may be outpacing the stock market on paper, but while some collectors are cashing in—others are going broke.

Simon Cowell, renowned music executive, television personality, and former judge on American Idol, spends a small fortune on Pokemon Cards.

The most famous Pokémon card on this list and the centerpiece of any high-end collection, the 1999 First Edition Shadowless ...