You can use the attachments property for ContactItem :
contact.Attachments["ContactPicture.jpg"]
If you want to save the file to disk, for example, you can do something like this:
contact.Attachments["ContactPicture.jpg"].SaveAsFile(@"{some_path}\ContactPicture.jpg")
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