I study a theory called N=4 super Yang-Mills.
When I say this to someone, I have a pretty good idea of how the conversation will go. First, the person will spend a few moments trying to pronounce the theory’s name. Giving up, they'll then try to bring things back to something they’ve heard of.
“N=4 super… umm… so, is that something they’re testing at the Large Hadron Collider?”
“Well, not really, no.”
“Is it astrophysics? Could you see it through a telescope?”
“No, nothing like that.”
“So… what sorts of experiments do you use to test it then?”
“None.”
There are no experiments that could test N=4 super Yang-Mills. Nor will there ever be, because N=4 super Yang-Mills doesn’t describe reality. In an everyday sense, N=4 super Yang-Mills is not “true.”
Yes, I study a theory that isn’t true.
Wait, what? How do you know...
First of all, N=4 super Yang-Mills involves supersymmetry. Some forms of supersymmetry are being searched for by the Large Hadron Collider. But those forms involve symmetries that are broken, which allow the particles to have distinctive characters.
In N=4 super Yang-Mills, supersymmetry is unbroken. Every particle has the same mass and the same charge. Furthermore, in N=4 super Yang-Mills that mass is equal to zero; like photons, the particles of N=4 super Yang-Mills would all travel at the speed of light.
There is no group of particles like that in the Standard Model. They can’t be undiscovered particles, either. Particles that travel at the speed of light are part of the everyday world if they have any interaction with normal matter whatsoever, so if the particles existed, we’d know about them. Since they don’t in N=4 super Yang-Mills, we know the theory isn't “true.”
Even with this knowledge, there is an even more certain way to know that N=4 super Yang-Mills isn't “true": it was never supposed to be true in the first place.