In this paper, a controlled stochastic delay heat equation with Neumann boundary-noise and boundary-control is considered. The existence and uniqueness of the mild solution for the associated Hamilton-Jacobi-Bellman equations are obtained by means of the backward stochastic differential equations, which is applied to the optimal control problem.