I’ve taken philosophical logic and theory of knowledge at MIT, and also am excessively familiar with mathematical and electronic logic. So your assertion is false on the face of it.
If you decide to return - and everyone disagreeing with you is not necessarily evidence that everyone is blind - could you distinguish seeing no elephant from not seeing an elephant? You seem to be asserting that what is going on in the room is the observation of a non-elephant, which is evidence of the existence of the non-elephant. Since there are infinite non-things in the room, this seems an absurd statement.
Another example from science. The neutrino was proposed mathematically, which gave an impetus to look for it, but was not evidence of its existence. The characteristics of the neutrino were such that we would not expect to see any in our normal lives. This absence of evidence was most definitely not evidence of absence. People then built neutrino detectors at great expense. If there were no neutrinos found in them, then that would be evidence that the neutrinos defined by the theory did not exist. They were found, however. It would have been incorrect to consider that evidence foir neutrinos existing or not existing would have been unchanged if the experiment did not produce results. Only a badly designed experiment would result in this.
We can tell that people are cranks by their refusal to accept the absence of expected evidence of their pet theory as evidence against it. Any number of non-religious examples come to mind.