This is a power saving feature of watchOS and for the moment we are unable to change this behaviour.
You can occasionally tap the screen during playback before the watch goes to sleep to keep it awake. You can also increase the time the screen stays awake for from 15 seconds to 70 seconds in the Watch settings.