Depp watched Charlie Chaplin films to prepare for the role

Depp says less than 150 words in the entire film, so it was important that he was able to express himself as Edward without speech. In order to prepare for this huge task, the young Depp watched lots of silent Charlie Chaplin films to learn how he too could create sympathy without dialogue.