How to stop display from turning off when I disconnect a Screen Sharing client

I have a Mac which I connect to using Screen Sharing to log in and start a video playing. Since upgrading to El Capitan, when I quit the screen sharing client, the screen on the remote machine turns off. How do I stop this from happening, while still having the screen turn off normally after a few minutes of inactivity?