Assessing the impact of food additives on neurodevelopmental processes extends beyond traditional acute toxicity evaluations to address subtler, long‐term effects. This study investigates the impact of common food additives (tartrazine, sunset yellow, sodium benzoate, and aspartame) on neurodevelopment in zebrafish embryos, observed from 18 hours postfertilization (hpf) to 91 days postfertilization (dpf). Results show reduced 96 hpf locomotor activity after aspartame exposure, with elevated additives correlating with decreased heart rates and induced neurodegenerative phenotypes, including bent tails and abnormal pigmentation. Although locomotor activity decreases at 7 days postexposure, a gradual recovery is observed. Transcriptome analysis indicates alterations in clock genes (Cry2 and Per2) and dopamine‐related genes (NURR1 and tyrosine hydroxylase) in zebrafish larvae. Dietary additive exposure during embryonic development impacts clock genes, influencing dopamine activity and resulting in neurobehavioral changes. This study underscores potential risks associated with dietary additive exposure during critical developmental stages, warranting reconsideration of consumption guidelines, especially for expectant mothers. Observed neurodevelopmental toxicity, even below recommended levels, emphasizes the importance of safeguarding neurodevelopmental health in early life. Our findings contribute to understanding the neurotoxic effects of dietary additives, emphasizing the necessity of protecting neurodevelopment during vulnerable periods. This study is the first to demonstrate a direct correlation between food additives and the dysregulation of key circadian rhythm and dopaminergic genes in zebrafish, providing new insights into the neurodevelopmental impacts of dietary additives. These findings pave the way for further research into the molecular mechanisms and potential implications for human health.