The most probable culprit is overwatering, but there could be other reasons as well. One of these is if you’re watering from a cold hosepipe. Ice cold water can result in root shock or damage. The best thing you can do is to use fairly lukewarm water. Another likely reason is overfertilizing, which can end up burning the root system. This is especially common when too many sweet pea plants are grown in one container.