This paper considers a fuzzy nonlinear fifth-order time-fractional Sawada-Kotera equation with a singular kernel and a non-singular Mittag-Leffler kernel. The proposed fractional differential equation is discussed with the Caputo and ABC fractional derivative under strongly generalized results and with fuzzy modelling. A novel double parametric approach, i.e., q-homotopy analysis generalized transform method (q-HAGTM), is considered to find the solution of the proposed model with Caputo and ABC fractional derivatives. The problem's uniqueness and convergence analysis are investigated using Banach's fixed point theorem. Finally, the numerical results have been validated by comparing them with the available results in Caputo and ABC sense under strongly generalized derivatives in the crisp case.