Just to clarify, diesel is a liquid and like all liquids, it is not compressible. However, in the diesel engine, fuel is mixed with air and the air/diesel mixture is compressible. The following explains the reason for the preference of diesel engines.
Firstly, diesel is less volatile than jet...