To clear the Apple Mail cache, open Go to Folder using Shift + Command + G on your keyboard. Type and enter ~/Library/Preferences/Caches to open the Caches folder. Here, look for the Apple Mail files and drag them to the Recycle bin. This will clear the caches of Apple Mail.