General anesthetics are administered to more than 40 million patients in the U.S. each year. Their considerable side effects, including toxicity, subtle durable effects, and potential for interaction with the neurodegenerative diseases have prompted the search for novel general anesthetics that may act in a more specific manner and with fewer undesirable features. Evidence has shown that general anesthetics exert their functions by directly interacting with specific proteins, such as the GABAA receptor, a ligand-gated ion channel (LGIC). Photolabeling studies have suggested that general anesthetics bind to LGIC transmembrane regions and allosterically regulating activity. Due to the limited availability of membrane proteins, especially hetero-oligomers like most GABAA receptors, detailed biochemical characterization has been difficult to perform. A surrogate approach was recently developed, where the iron-binding protein apoferritin, was demonstrated to possess not only strong binding capacity for many general anesthetics, but also to have a structural architecture highly resembling that of the GABAA receptor transmembrane region. Thus, identification of small molecules that bind to apoferritin, as detected by the use of a fluorescent reporter, can serve as a first step towards the identification of potent leads for novel general anesthetics. We adopted this apoferritin surrogate system to screen a ~351,000 member library using a highly miniaturized 1536-well based fluorescence assay in concentration-response mode. Using this approach, a novel general anesthetic class of 6-phenylpyridazin-3(2H)-ones was identified and developed, exemplified by ML306 which validated in two in vivo proof-of-concept models which utilized distinct probe delivery routes. The probe compound ML306 exhibits excellent pharmacokinetic properties and represents a useful tool molecule for the exploration of general anesthetic mechanisms and further pre-clinical development of safe anesthetics. ML306 is thus the first example of a candidate general anesthetic discovered through a rational high-throughput approach.