We study a stochastic PDE limit of the height function of the dynamic asymmetric simple exclusion process (dynamic ASEP). A degeneration of the stochastic Interaction Round-a-Face (IRF) model of [Bor17], dynamic ASEP has a jump parameter q ∈ (0, 1) and a dynamical parameter α > 0. It degenerates to the standard ASEP height function when α goes to 0 or ∞. We consider very weakly asymmetric scaling, i.e., for ε tending to zero we set q = e −ε and look at fluctuations, space and time in the scales ε −1 , ε −2 and ε −4 . We show that under such scaling the height function of the dynamic ASEP converges to the solution of the space-time Ornstein-Uhlenbeck (OU) process. We also introduce the dynamic ASEP on a ring with generalized rate functions. Under the very weakly asymmetric scaling, we show that the dynamic ASEP (with generalized jump rates) on a ring also converges to the solution of the space-time OU process on [0, 1] with periodic boundary conditions.