We introduce a new interacting particle system on Z, slowed t-TASEP. It may be viewed as a q-TASEP with additional position-dependent slowing of jump rates, depending on a parameter t, which leads to discrete asymptotic fluctuations at large time. If on the other hand t → 1 as time → ∞, we prove 1. A law of large numbers for particle positions, 2. A central limit theorem, with convergence to the fixed-time Gaussian marginal of a stationary solution to SDEs derived from the particle jump rates, and 3. A bulk limit to a certain explicit stationary Gaussian process on R, with scaling exponents characteristic of the Edwards-Wilkinson universality class in (1 + 1)dimensions.The proofs relate slowed t-TASEP to a certain Hall-Littlewood process, and use contour integral formulas for observables of this process. Unlike most previously studied Macdonald processes, this one involves only local interactions, resulting in asymptotics characteristic of (1 + 1)-dimensional rather than (2 + 1)-dimensional systems.