The key to getting a flyable aircraft is the power/weight ratio of the engine. For Jets, the power outlet depends a lot on the speed, but roughly speaking a Boeing 777 engine (GE 90) puts out about 6 hp/lb (10 Kw/Kg). Very good electric motors can manage power/weight in this neighborhood. Viability depends on having light batteries that hold a lot of energy.
Electric aircraft exist, generally as small, experimental, short range aircraft. However, the Solar Impulse 2 has circumnavigated the globe (powered by solar cells). A number of projects are exploring hybrid aircraft, using the electric motors to increase the takeoff thrust, but turning them off in flight.
The power required for supersonic flight more or less precludes electric supersonic aircraft irrespective of the jet/propeller question.
Regarding jets and flight speed, the key is to look at the diameter of the column of gas coming out. You can have a large diameter at low speed or a small diameter at high speed. For the same level of thrust, low speed/large diameter takes less power. Example: A Harrier jump jet (hovering) vs any helicopter (hovering). The former has (4) small diameter jets of gas and requires a lot of power to hover. The latter has a big blade circle (and a big jet of air going down) and requires a lot less power. Top speed of helicopters is under 200 mph though, while the Harrier is over 600 mph.
That's why commercial aircraft have high bypass engines. Effectively they increase the diameter of the blade circle. This improves the gas mileage and lowers the noise. However, the top speed in level flight is limited to the speed at which the air comes out the back - the higher the bypass, the lower the top speed. Since all commercial aircraft (since Concorde) are subsonic (M = 0.85), the bypass is optimized for this speed. The fans are powered by the middle of the jet (so called hot section) where all the fuel burning happens. This de-energizes the exhaust from that part and makes it a lot quieter.
In summary, there is a long way to go in electric batteries and motors, before they enter commercial service (let alone military service).