To improve compressed sensing image recovery contaminated by impulsive noise. Usage of l1norm on the recovered signal leads to a tractable convex optimization problem.The use of l2 norm residuals is proportional to noise which leads the bound error and reduce the recovery efficiency. Implement majorization minimization(MM) algorithm which reduce the noise iteratively.