The exact cause of renal agenesis is not completely understood, but it is believed to result from a combination of genetic and environmental factors. Mutations in certain genes, such as the RET and GDNF, have been implicated. Additionally, maternal factors like diabetes, use of certain medications, and exposure to toxins may increase the risk.