 In 1984, Kurup was elected to the 8th Lok Sabha.He was elected to the 12th Lok Sabha in 1998 and to the 13th Lok Sabha in 1999, as well as to the 14th Lok Sabha in 2004.Kurup won the Ettumanoor constituency in the elections for the Legislative Assembly of Kerala in 2011 and 2016.