My failure to explain a complex physics phenomenon to you whilst having no information about your physics background or previous experience does not indicate I am making things up. There are many papers on neutrinos experiments that I could point you to, but I imagine you expect me to flesh out the details in this forum regardless.
You're not being entirely coherent with how this works.
The momentum and direction of the neutrino can be calculated from the interaction geometry. Commonly a muon neutrino will interact with a nucleus in a detector and cause the emission of a muon. This muon will have roughly the same direction as the neutrino and a predictable momentum.
Your explanation now seems to be that the neutrino will hit atoms in a detector like billiard balls and cause muons to be spit out in an opposite direction towards the detector. Igoring the assumption that the muons would be spit out in exactly opposite directions (whereas billiard balls would not), how does the detector distinguish from one muon coming in at one angle and another muon coming in at a similar angle 2 degrees away?
Where is the control? Is this control sensitive enough to distinguish between a couple of degrees?
Would the people involved in this experiment even consider the possibility that the earth is flat and that it's possible for a neutrino following horizontally along the surface of the earth to hit the detector? I doubt they did. And if they were not considering that possibility, I doubt that they would do much in the way of creating controls to rule out the possibility of a flat earth.
In T2K the primary axis of the beam is directed 2.5 degrees below the near detector. On axis, the mean neutrino energy is 2GeV, whereas the mean energy 2.5 degrees off axis is 0.6Gev. Most of the near detector is lined up at 2.5 degrees off axis, but the INGRID detector is in a plus shape centered directly on axis with the beam. The INGRID detector can be used to verify that the beam is pointing where it should be, and that the energy spectra is as expected.
This experiment is occurring extremely close to the earth's surface and it is not conclusive that the neutrinos are passing through the earth.
When shooting the neutrinos two degrees below the horizon line, there does not seem to be a control to rule out the possibility that the neutrinos may be spreading out, as the laser from a laser beam spreads out, and is following along the surface of the earth to the detector. The experimenters, believing to be on a RE two degrees below the horizon, would not even consider this possibility.