Solution (source code)

= Solution

Put $\alpha=\delta\eta$. The hypothesis says that the exact two-form $\beta=d\alpha$ is <anti-self-dual differential form>[anti-self-dual]. Since $M$ is compact without boundary, <Stokes theorem> gives
$$
0=\int_Md(\alpha\wedge d\alpha)
=\int_M\beta\wedge\beta
=-\int_M\beta\wedge *\beta
=-\|\beta\|_{L^2}^2.
$$
Hence $d\alpha=0$ by the <exact anti-self-dual form on a compact four-manifold> argument. Since $\delta$ is the formal $L^2$ adjoint of $d$,
$$
\|\delta\eta\|_{L^2}^2
=\langle\delta\eta,\alpha\rangle_{L^2}
=\langle\eta,d\alpha\rangle_{L^2}=0.
$$
Therefore $\boxed{\delta\eta=0}$.