Incandescents were taken off the market because of how much energy they use. In some ways, they were better than fluorescent lights - because the fluorescent lights contain a bit of mercury and have to be handled very carefully for disposal/recycling - but they use far less energy than the incandescent.
LEDs are just plain expensive to purchase, or that's what I would have wherever it made sense to use them