This study presents a numerical investigation of natural convection in an enclosed square cavity using the constrained interpolated profile (CIP) method, focusing on the heat transfer and fluid flow due to differentially heated side walls. The results show good agreement with literature for varying Rayleigh numbers (Ra = 10^3, 10^4, 10^5), validating the CIP method's efficacy compared to traditional lattice Boltzmann methods. The paper underlines the importance of accurate boundary conditions and presents a detailed formulation and numerical approach for solving the governing equations.