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