I don't understand what you're denying. It's true that in the literature there's no common definition for some of the concepts, but apparently everyone agrees that
<Let A:D(A)[itex]\subset[/itex]H [itex]\rightarrow[/itex] Ran(A)[itex]\subset[/itex]H be a linear operator in a Hilbert space. The complex number [itex]\lambda[/itex] is called eigenvalue of the operator A, iff there's at least one vector [itex]\psi[/itex]≠ 0 in D(A) satisfying
[tex]Aψ=λψ[/tex]. Such a vector is called eigenvector of the operator A and is assumed by definition to be a member of the Hilbert space> is a definition for eigenvector/eigenvalue.
The statement <The eigenvalues are continuous> is inaccurate, for eigenvalues are numbers which can't be continuous. I think you meant <If the spectral values are elements of the continuous spectrum of an operator A> which is whole different thing.
Your second assertion could be taken as a counterexample to a statement such as: For a linear self-adjoint operator in a Hilbert space*, its spectral equation always has solutions in the Hilbert space.
As for your original question, I believe my previous post above pretty much settles it.
*The derivative operator (momentum operator) is self-adjoint on a dense everywhere subset of [itex]L^2 (\mathbb{R}, dx)[/itex].