Looks like you’re right there; I’m sure I had learned somehwere that hydrogen was toxic because it was so reactive, but it looks as if I was misinformed.
In any case, breathing or unneccesary handling of a mixture of gases that includes hydrogen and oxygen in would still be rather unwise (if the proportions are such that would support combustion)