1000 uF and 1.6Meg according to the calculator @HellasTechn posted.
Simplest circuit is a 6 or 8 pin microcontroller (PIC10F.) One chip, 1 decoupling capacitor, 1 MOSFET to switch the LED. But of course you need to the tools and the experience to do it this way.
Bob