There is a known bug for recent versions of PyCharm and other JetBrains IDEs which has not been yet solved.

For the time being, you must configure the console after each restart.

You can follow the issue here:

https://youtrack.jetbrains.com/issue/PY-58570/Unable-to-update-Python-Django-Console-settings