The Linux kernel actually does allow executing non-ELF executables, via the binfmt_misc (https://en.wikipedia.org/wiki/Binfmt_misc) mechanism.

My favourite use for this feature is via `qemu-user-static`, which allows you to transparently "run" executables compiled for other architectures thanks to QEMU emulation. Very handy for embedded systems development.