First of all, allow installing apps from unknown sources in your device’s OS settings. For this you will need to:
For Android 8 or newer: tap on the downloaded AdGuard APK file and then on Install. If installation from your browser is not allowed, you will see a screen informing you about it. From this screen tap on Settings → Allow from this source → Back → Install.