A new research study on mice has shown that soybean oil not only leads to obesity and diabetes, but could also lead to neurological conditions like autism, Alzheimer's disease, anxiety, and depression. According to the US Department of Agriculture, soybean oil is by far the most widely produced and consumed edible oil in the US.