Dolittle is a 2020 fantasy-comedy film starring Robert Downey Jr. as the beloved vet with the inexplicable ability to talk to animals. Starring an all star cast, the film is a loose adaptation of the books by Hugh Lofting.. Dr. John Dolittle was one of the finest doctors in Victorian England, whose skills were only matched by his immense love of animals.