It actually is easier.
Thing is that the f/stop is in relation to both focal length and max aperture size. While it would be possible to make any telephoto a wide aperture, the glass would quickly end-up being so heavy that you'd need a fork lift to carry it.
If we look at a simple meniscus lens, a 50mm F.L. would need glass that is only 70mm in diameter to achieve an f/1.4 value. Adding more glass of high quality can shrink the whole thing down to a moderate size.
When it comes to wide angle lenses, they inherently need more glass to accommodate the mirror housing and shutter mechanism. This makes the construction of a lens more complicated.
The big winners in this field are strangely the new mirrorless cameras. Since their flange to sensor distance is so small, it's easy to design a lens that comes very close to the sensor. That's why their lenses often have bigger aperture than expected.
One thing I could never quite figure out though is why hasn't any manufacturer ever made a fixed lens super luminous optics camera that uses an in the lens shutter and an external viewfinder or point 'n shoot like autofocus system?