Consumers from California to Switzerland are developing a taste for dark chocolate, taking a bite out of global cocoa supplies and driving up candy prices in both high-end boutiques and mass-market drugstores.

The cost of one kilogram of chocolate in the U.S. is expected to hit a record $12.25 this year, a 45% increase from 2007, according to market-research firm Euromonitor International.

Prices...