Keep whatsapp notifications enabled, but then turn them off in the app's settings. Then, for the person(s) you care about, go to their chat and set up a custom notification.

Yeah, but if I use the "don't disturb" option of my phone, will it not mute all notifications from all apps (except phone and sms-messages)?

You can whitelist apps, too