This also is an overstatement. A boundary case in random variables is a variable that can take on only one value. I.e. they are fully determined. We would still call this a “random” variable, one with a particular sort of distribution, one without any entropy. Yes, the term “random” is that flexible.
The distribution of a fully determined variable is, for the continuous case, a Dirac delta function.