lack of imagination. People generally only imagine variations of things they've recently seen and since most computer games are FPS (copied all the way back to Doom and before) that's what they do. People just copy what they've seen before.
I definitely would like to see some evidence to support this - if you have any.
Yes, FPS is massively popular, but there is also a massive amount of less known titles that are not FPS games