A photo might appear blurry if WhatsApp can no longer find it in your device or SD card. This usually happens if the photo is deleted. To automatically save photos to your device:
Once a photo is downloaded onto your device, it can't be redownloaded. You'd have to ask your contact to send it to you again.
If you have an Android phone, we recommend you insert an SD card to save photos.