You can often view and capture a DP more easily on a computer: Open on your browser. Click on the contact's name to open their profile. Click the profile picture to enlarge it.

Since direct downloads are often blocked, use a secondary device or a browser extension to capture the image.

: Primarily a developer API, it offers a "Get Profile Picture" tool for single manual lookups and bulk scraping for business needs.