Use the convention that the inner product is linear in its first argument. By the defining identity for the adjoint operator,
For the last implication choose . This proves the first image-kernel orthogonality for an adjoint identity. Taking orthogonal complements and using the double orthogonal complement theorem for the vector subspace gives
Put . Since is a self-adjoint operator, . Applying the preceding image-kernel orthogonality for an adjoint identities to gives
If is real, and because is not an eigenvalue. If is nonreal and , then . The scalar is real by self-adjointness, while it equals . Its imaginary part forces . Thus in both cases, and
The conjugation on in the adjoint operator is essential when is nonreal.
Again put . Surjectivity gives, by image-kernel orthogonality for an adjoint,
If is real, , so . If is nonreal and , then ; reality of again implies . Thus is injective as well as surjective, without needing to assume separately that is not an eigenvalue.
Since is a bounded linear operator on the Banach space , the bounded inverse theorem makes bounded. Therefore
This is exactly membership in the resolvent set of an operator.

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