To be clear:
Is the ground state of a quantum system always non-degenerate?
the answer is an unequivocal no. Real quantum systems can and do have degenerate ground states.
Some examples:
For a three-level system with hamiltonian $$H=\begin{pmatrix}1& 0 & 0 \\ 0 & 1 & 0 \\ 0 & 0 & 2\end{pmatrix},$$ as given by the OP, the ground state is degenerate. This should be all that's necessary to show that the claim is false in general.
Pretty much all atoms in a field-free vacuum have degenerate ground states, with the simplest exampleexamples being boron (whose ground-state configuration is $2s^2\:2p$ with term $^2P^\mathrm{o}_{1/2}$, to which correspond two spatially different states, with $m_J=-1/2$ and $+1/2$), followed by carbon, nitrogen, oxygen and fluorine, and indeedwhich have $p$-shell electrons that fit multiple orthogonal magnetic-quantum-number states at exactly the same energy. The same is true for pretty much all of the periodic table except (i) the noble gases, with athe exception of atoms with full $p$ shellsubshells. Thus, (ii) the alkaline earth metals, with a full $s$ shell, (iii) zinc, cadmium, palladium and mercury, with a full $d$ shellthe noble gases, and (iv) ytterbium and nobelium, at the endrightmost columns of the transition metals and the rare earths, with a full $f$ shellhave nondegenerate ground states, and everything else is degenerate.
(On the other hand, it is important to note that these kinds of degenerate ground states can be relatively fragile, so e.g. if the atom wanders into a stray bit of magnetic field, that will lift the degeneracy, often by a nontrivial amount. However, that doesn't mean that the free-atom ground state isn't degenerate.)
This is exactly the same situation as that pointed out in a comment, regarding atomic nuclei, whose ground state will generically have nonzero angular momentum and will therefore be spatially degenerate.
A slew of ferromagnetic and anti-ferromagnetic materials in lattices that exhibit geometrical frustration, which is best exhibited graphically:
That is, if three spins are linked with pairwise anti-ferromagnetic couplings, they try to point in opposite directions to each other, but there's no global solution that will avoid high-energy parallel alignments. This then leads naturally to a degenerate ground-state manifold.
Now, there is a large class of hamiltonians for which the ground state can be shown to be nondegenerate ─ they're explored in some depth, and with good references, in this MathOverflow thread ─ which includes many hamiltonians of the form $-\nabla^2 +V$, regardless of the dimension, for distinguishable quantum particles. However, but this class does not include all possible systems, particularly once you include fermionic particle statistics with strict antisymmetry requirements on the wavefunction.