Julie Andrews

The role of Eliza Doolittle from 'My Fair Lady' was originally played on Broadway by Julie Andrews. However, she was denied the role because the film's producers didn't think she was "known" enough as a film actress. She ended up winning that year's Best Actress Oscar for 'Mary Poppins.'