While she was a popular and successful actress in the 1930s, she wasn't considered a major leading lady at that time. The role of Scarlett O'Hara was coveted by many actresses, but ultimately went to Vivien Leigh, who won an Academy Award for her performance.
It's important to note that "Gone with the Wind" was a very specific and demanding role, and the casting process was highly competitive.