Gmail will prefer the image you include in the sender's contact info, if you manage your own address book, and it only falls back on Google profile pictures if

Gmail will prefer the image you include in the sender's contact info, if you manage your own address book, and it only falls back on Google profile pictures if you don't have one (which is the common case).