We present the results of a high resolution numerical study of two-dimensional Rayleigh–Taylor turbulence using a recently proposed thermal lattice Boltzmann method. The goal of our study is both methodological and physical. We assess merits and limitations concerning small- and large-scale resolution/accuracy of the adopted integration scheme. We discuss quantitatively the requirements needed to keep the method stable and precise enough to simulate stratified and unstratified flows driven by thermal active fluctuations at high Rayleigh and high Reynolds numbers. We present data with spatial resolution up to 4096 X 10 000 grid points and Rayleigh number up to Ra ~ 10^11. The statistical quality of the data allows us to investigate velocity ...