FoxNews.com reported director Todd Hayes was forced to make the last minute hire after Farrell dropped out of the project for undisclosed reasons.
The film -- which actually has six different actors playing the folk-rock icon -- is to start shooting this summer.
More than a dozen classic Dylan songs will performed by acts such as the White Stripes and Aimee Mann.
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