New York City police monitoring a social media-fueled protest in Manhattan's Financial District have charged demonstrators with violating an obscure, 150-year-old state statute that bans masked gatherings.

Since Saturday, five people connected with the protest to "occupy" Wall Street have been issued a violation for running afoul of the antimask law, according to police.

"People...