The locals know about it and so should you.
It's one of the more accessible attractions in grant county. If you go on a weekday you can avoid the crowds, which due to the small size of the lake this is an extra step I recommend taking. The drive in is easy to make with any vehicle, but entirely paved if you come in from Prairie City.