OK, here's my suggestion for a circuit with minimal parts.
It can be powered from any DC supply in the range 4.5~12V. It should work down to 3V but the LED will be pretty dim, even if you delete RL. An ON/OFF switch, SW1, is shown if you want one.
U1 is a CD40106B hex inverter with Schmitt...