This study intends to provide and prove a novel stability theorem for the non-linear Volterra-Fredholm integro-differential equation with Caputo fractional derivative using the weighted space method and fixed-point technique. Specifically, the study investigates the H-U-R stability and semi-U-H-R stability results. Eventually, the investigation discusses an example of the capability of this method.