How would this circuit work? Would the LED behave like a strobe?
Probably nothing, since the drop across an LED is usually more than 1V.  If you increased the voltage (and added a limiting resistor in series) the LED would light up for a short time until the capacitor was charged to Vin-Vled.  It would then remain off until someone intervened and discharged the capacitor again.