There is a liquid cooled diesel engine manufacturer in my general area that has been plodding away steadily over the years and is getting close to certifying their engines.
DeltaHawk Diesel Engines
There are some flying in experimental testbed aircraft. USN is also interested last I heard.
Compared to gasoline engines, a very significant improvement in specific fuel consumption.