A new carbon nano-tube field-effect transistor (CNTFETs) based power efficient and robust 8T (PER-8T) SRAM cell is proposed to reduce sub-threshold leakage currents, data dependency by improving RBL swing due to which RSNM is improved. Leakage power is reduced by using only a single pull-up transistor with high Vt in storage latch. The half-select issue is eliminated because the proposed work uses a de-coupled read port. This CNTFET-based proposed PER-8T cell is analysed for performance parameters of power, delay, and stability and compared to 8T SRAM cells at 45 nm technology. All simulations are performed at a supply voltage of 0.9 V considering the Stanford virtual source CNTFET(VS-CNTFET) model. It shows that RSNM and WSNM are improved by 12.07%, 14.85%, 56% and 46.46%, 20.39%, 66.05% compared to single ended 8T SRAM cells available in recent literature. The effects of VS-CNTFET parameters such as dielectric material, temperature, oxide thickness, and carbon nano tube diameter values on hold power are analysed and best values are considered. The cadence tool is used for measuring all design metrics at room temperature of 25°C.