We extract the movie titles along with the crew names and much more. You can also look at what BurntSushi have done for renaming series titles. The original IMDb datasets (TSVs) can be found on there official documentation.
We use the imdb-sqlite python script to help us do that. The command line generates an SQLite database in the imdb.db file.
pip install imdb-sqlite