On his second attempt, Stevens was elected Member of Parliament for the marginal seat of Nuneaton in 1983, after the Labour incumbent Les Huckfield stood down to seek another seat.
Following a second attempt at winning a seat, Stevens was elected Member of Parliament for the relatively marginal area of Nuneaton in 1983, as Labour's existing representative Les Huckfield chose to step down and pursue another parliamentary opportunity.