@brahma You seem to have misunderstood the OP: they are booting from usb.
One cannot change the kernel for usb boot via package management.
You can try downloading another ISO with another kernel, latest stable announcement post has several minimal isos for each DE featuring 5.15, 5.10 or 5.4 kernel: