We propose a term structure of forward rates driven by a kernel-correlated L,vy random field under the HJM framework. The kernel-correlated L,vy random field is composed of a kernel-correlated Gaussian random field and a centered Poisson random measure. We shall give a criterion to preclude arbitrage under the risk-neutral pricing measure. As applications, an interest rate derivative with general payoff functional is priced under this pricing measure.