Six new alkaloid compounds, including two rare aromatic nitrile compounds talaronitriles A–B (1–2), a novel oxime-functionalized azadiphilone analogue talarooxime A (3), a new phenylhydrazone alkaloid talarohydrazone E (4), and two new dipeptide compounds talarodipeptides A–B (5–6), were isolated from the deep-sea cold-seep-derived fungus Talaromyces amestolkiae HDN21-0307 via OSMAC approach. Compound 1 is the first natural naphthalene compound with cyano groups. Compound 3 represents the first natural product containing an oxime-functionalized azadiphilone scaffold. Their structures and absolute configurations were elucidated through spectroscopic data analysis and quantum chemical calculations. Notably, compound 3 demonstrated moderate DPPH free-radical-scavenging activity, with an IC₅₀ value of 29.41 μM.