No.

In a contact’s details in the “Emails” tab, you will see your synchronized emails in plain text.

This means that you will only see the text without any images or attachments.

(Tip: if certain documents are important, you can insert them into the “Documents” section of the contact or account. You will be able to access them quickly if necessary.)