We use the recently developed Kinetic Field Theory (KFT) for cosmic structure formation to show how non-linear power spectra density fluctuations can be calculated in a mean-field approximation particle interactions. Our main result is simple, closed and analytic, approximate expression this spectrum. This has two parameters characterising growth which calibrated within KFT itself. Using self-c...