Pharmacotherapy of neuropathic pain (NP) remains challenging due to its heterogeneous etiology, lack of objective diagnostic tools, and the limited efficacy of currently available treatments, including antidepressants, anticonvulsants, and local anesthetics. Therefore, the search for novel therapies with improved analgesic efficacy and reduced adverse effects is of growing importance. In this context, natural alkaloids have emerged as promising candidates, demonstrating analgesic potential in both diabetes-induced neuropathy and various experimental models of NP. This review outlines NP pathophysiology, emphasizing maladaptive changes within the somatosensory nervous system, including peripheral and central sensitization, as well as glial cell activation. Furthermore, it discusses the mechanisms through which alkaloids may modulate NP-related pathways, with particular focus on their interactions with ion channels, signaling pathways, inflammatory responses, and oxidative stress. A literature search was conducted using the Scopus, Google Scholar and PubMed databases for papers published between 2015 and 2026, using the keywords “alkaloids” and “neuropathic pain”, and focused on recent findings regarding the antinociceptive effects of berbamine, tetrandrine, fangchinoline, and sinomenine, and their derivatives. The analysis indicates that, despite promising preclinical evidence, further rigorous preclinical and clinical studies are necessary to fully assess their therapeutic potential in the treatment of NP.