The idiot light should turn on with the key. So that's one thing.
Other than that, if you are just kicking it or twisting it with the starter, you likely won't get enough pressure to turn the light off, or get the gauge to register. That would take a few seconds, 15, of running.
Remove the #1 and #4 tappet covers. Once its been running for a few seconds it will splash oil out of there too. Kill it quick and replace the covers as you will have a real mess on your hands.