If tomato plants drop flowers, they will fail to produce fruits. A tomato plant (Solanum lycopersicum) with dying flowers is likely suffering form blossom drop, a condition usually caused by high temperatures or other environmental factors. Blossom drop is a frustrating problem, as a tomato plant with no flowers cannot produce fruit.