For eigenvalue $\lambda$, $E_\lambda(T)$ is nonzero because an eigenvector exists. It is a subspace because it is the kernel of the linear operator $T-\lambda I$. If $\lambda$ is not an eigenvalue, this kernel is instead the zero subspace.
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