That would mean that instead of an engine, you're lugging around a battery pack, which is just as heavy while giving you a fraction of the range of an engine. Not to forget that battery cells have only a finite lifespan.

Meanwhile, OHLE gives you infinite range and room for major weight savings. Plus you can keep running the same power system for decades.