Gregory891
Thank you for answering the question.
The engine was turning over and seem to crank without any hesitation as it normally does. It seemed like it was not getting any spark or fuel. The suggestion of hydrolocking was very helpful. It lead me to look at vapor lock:
A vapor lock can also develop when the engine is stopped while hot and the vehicle is parked for a short period. The fuel in the line near the engine does not move and can thus heat up sufficiently to form a vapor lock. -Vapor lock - Wikipedia, the free encyclopedia
I have my finger crossed that this might be the case