Check all you want to download, but if your goal is to delete just your Gmail account, not necessarily your whole Google account, focus on the mail.

Key Facts Users can delete Google accounts through the data and privacy section. Users also have the option to delete Google services, such as a gmail account, without deleting their Google accounts.

You can delete your Gmail account in the "Data & Personalization" section of your Google account settings.