A semiconductor device has a substrate with a semiconductor material. The semiconductor device includes a field effect transistor in and on the semiconductor material. The field effect transistor has a gate dielectric layer over the semiconductor material of the semiconductor device, and a gate over the gate dielectric layer. The gate dielectric layer includes a layer of nitrogen-rich silicon nitride immediately over the region for the channel, and under the gate.