Background: Major Depressive Disorder represents a prevalent and critical mental health issue that highlights the pressing need for innovative therapeutic solutions. Recent research has identified dysfunction within the glutamate system as a crucial element influencing both the onset and management of depressive symptoms. Although TAK-653 is a new positive allosteric modulator of AMPA receptors, its effects have not been rigorously examined in models of depression in primates. Methods: To assess its potential antidepressant properties, a chronic unpredictable mild stress protocol was implemented over 12 weeks to create a monkey model of depression, followed by a two-week treatment period with TAK-653. Results: Behavioral evaluations showed that following stress exposure, the monkeys exhibited reduced motivation for food, increased huddling, diminished movement, and a tendency to remain at the lower levels of their enclosure. They also displayed heightened anxiety in response to external stimuli. Plasma analyses indicated higher levels of cortisol, IL-6, and IL-8 in the stressed monkeys compared to baseline readings, confirming the efficacy of the stress-inducing protocol. Post-treatment with TAK-653 resulted in significant improvements, such as enhanced motivation for food, less huddling behavior, greater activity, and a move towards the upper areas of the enclosure. Additionally, the plasma analysis revealed a marked decrease in cortisol and IL-6 levels, along with an increased expression of BDNF. Conclusions: These findings indicate that TAK-653 effectively alleviates depression-like behaviors in nonhuman primate models, thereby paving the way for a promising new strategy in the treatment of depression.