Yet we cant say if it is because it was random or some cause behind the final result?
It's certainly not random. Perhaps the most central mathematical expression in all of QM is the mod square of the amplitude. It is important for a few reasons. First, it's the way we calculate the probability of e.g., detecting an electron in some area over here or some area over there, etc.
Second, nobody knows why we have to calculate probabilities like this. Probability is everywhere in the sciences (just like statistics, and of course most of the time probability is just statistics from a different perspective and vice versa). Yet
only in QM do we use probability amplitudes and
only in QM do we get probabilities from the mod square of these amplitudes.
Third, there's the issue of what we assume to be true when we use it. Let's say we do the 2-slit experiment. In order to accurately predict where we are likely to find the electron, we have to use this method of calculating probabilities. However, this method assumes that if there are only two ways (i.e., two slits) through which the electron can travel to hit some detection screen, these
cannot be the only two ways. That is, given that there are only two possible slits that the electron can pass through, if we want to accurately predict where it will land we
must assume that it can travel in ways that
are not possible (at least for particles and in classical physics).
If we step back and say "wait, it's a single electron. It can't go through both slits, but it can only go either through one slit, or through the other, because there are no other possible ways!" and we then calculate the probability of detecting it as if this were true (this being the idea that "there are only two slits and it can only travel through one or the other to be detected"), then all of quantum mechanics comes falling down. The entirety of it fails, because we assumed that things must always
be somewhere and if travelling must always
be travelling by one route from somewhere to somewhere else.
We wouldn't just throw physics away, there is a cause there somewhere.
Why must there be?