It seems my `systemd` pinning to -1 was not enough. There are a couple more packages belonging to system to APT pin too.
So, I changed my `/etc/apt/preferences.d/01nosystemd` to:
Package: systemd
Pin: origin ""
Pin-Priority: -1
Package: dh-systemd
Pin: origin ""
Pin-Priority: -1
Package: systemd-shim
Pin: origin ""
Pin-Priority: -1
Package: libpam-systemd
Pin: origin ""
Pin-Priority: -1
And also ran the commands:
sudo apt-mark hold systemd dh-systemd systemd-shim libpam-systemd
Additional note: `libsystemd0` is not forgotten, simply it cannot be avoided so easily, due to several dependencies.
Link: linux.org wiki questions - Prevent systemd installation