You can install an apps which basically display the WhatsApp webpage like an app, if you use flathub at least

If you are buying a smartphone why not buy the most secure one?

If you don’t want to change anything major in your phone or go into the technical stuff, iPhone is better, but the best phone privacy-wise is a Pixel with custom (privacy oriented) ROM installed, since Pixels have the best security features among Android.