I had the same problem. My initial work around was to install "Raspberry SSH Lite" on my phone and assign one button to "kill hyperiod" and another button to "systemctl start hyperion.service" which worked fine. My final fix was to replace the OS with Jessie and autostart on reboot is fine. for what's worth. Stretch also has the same issue with restart after reboot.