California law requires detailed records on what kinds of pesticides are applied, where and when and how much.
"What we saw were several classes of pesticides more commonly applied near residences of mothers whose children developed autism or had delayed cognitive or other skills."
About one-third of study participants lived within a mile from a site where commercial pesticides were applied.
Researchers found risks of autism were highest when the chemicals were applied during the second and third trimesters of pregnancy.
The study authors said the developing fetal brain may be particularly vulnerable to pesticides.
"This study validates the results of earlier research that has reported associations between having a child with autism and prenatal exposure to agricultural chemicals in California," said lead study author Janie Shelton, a UC Davis graduate student.
"While we still must investigate whether certain sub-groups are more vulnerable to exposures to these compounds than others, the message is very clear: Women who are pregnant should take special care to avoid contact with agricultural chemicals whenever possible."