It seems that the tlp service is not enabled when installed.
I did as tlp suggests:
systemctl enable tlp.service
systemctl enable tlp-sleep.service
systemctl mask systemd-rfkill.service
systemctl mask systemd-rfkill.socket
The addition of the last command is suggested here: