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 and nonuniversal asymptotics 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.