An Initial Feasible Solution in optimization problems is a starting point that satisfies all the problem's constraints, enabling iterative methods to refine towards an optimal solution. Establishing this solution is crucial as it ensures that the optimization process begins within the permissible solution space, avoiding infeasibility issues during computation.