The problem of "being" (why there is something rather than nothing) is similar. It's not just that we don't have a physics explanation for why anything exists in the first place; it's that physics may not be able to answer that kind of question at all.
None of that is necessarily "pseudoscience" or necessarily bullshit (though it's easy enough to find examples of both).
I am skeptical of the circularity of the argument, though. There must be a "physics explanation" because physics explains everything. And we know that, because if physics can't explain it, it doesn't exist. And we know that, because physics explains everything.
(Not accusing you in particular of making that argument . . .)