.
The simplest way is to start from 1d-case.
1d-case is simply the set of rational numbers as a part of all real numbers on the number line.
If you multiply any rational number by irrational number, you will get irrational number,
which is obvious.
Thus, when you multiply rational number by irrational, you leave the set of rational numbers.
Mathematicians say that "rational numbers cannot withstand multiplication by irrational numbers
and become irrationals".
It explains everything in 1d-case. In multidimensional space, everything is the same (everything is similar).