The crash occurred as the aircraft were training for 60th anniversary celebrations of the Sri Lankan air force starting on Wednesday.
Officials said President Mahinda Rajapakse, who was travelling in the area, visited the crash site.
The Kfir plane was a key weapon in the Sri Lankan government's fight against separatist Tamil Tiger rebels who were crushed in May 2009.