You could connect to your privacy VPN from your home server, then set up your home VPN to route all external traffic through the privacy VPN. From your phone, your home VPN is now both your home and privacy VPN.
Trying to do it on a per-app basis, you will very likely end up with whichever app is in the background trying to use the wrong connection.