Diabetes is one of the most common noncommunicable diseases, affecting a significant section of the global population. Some factors, such as genetics and lifestyle, are considered when distinguishing diabetes from other diseases. Diabetes management is difficult in developing countries due to variety of factors, including an increase in prevalence in both urban and rural areas, lack of public awareness of the disease, lack of readily accessible medical facilities, and high treatment costs. Chemical drugs, which have a number of harmful side effects on the human body, are presently the major treatment strategy for diabetes. Various studies have shown that use of herbal remedies have no harmful effects on the human body and may even be utilised as useful and preventative components in the treatment of diabetes. To that purpose, the article is endeavoring to identify the best natural diabetes treatments. Various herbal seeds and leaves were reviewed for their phytochemical composition and anti-diabetic potency in this study. A wide range of seeds, including chia seeds, hemp seeds, mustard seeds, pumpkin seeds, flax seeds, fenugreek seeds, avocado seeds, poppy seeds, cumin seeds, jamun seeds, and carom seeds, have been thoroughly investigated for their anti-diabetic properties. Various herbal leaves, including those from guava, mango, papaya, betel, curry, neem, aloe vera, mulberry, holy basil, dandelion, banana, and blueberry, are also discussed in relation to their effects on diabetes. The in vitro and in vivo studies on the anti-diabetic potential of herbal seeds and leaves extracts and fractions were discussed.