Kernel fissures in rice (Oryza sativa L.) caused by pre‐ or postharvest stresses are the leading cause of breakage among milled rice. Such breakage causes economic losses for producers, millers, and marketers. Five quantitative trait loci (QTLs) for kernel fissure resistance (FR) were identified among a set of 271 recombinant inbred lines derived from ‘Cybonnet’ × ‘Saber’ (CS‐RILs) phenotyped using seven replications of seed harvested from four different environments (year–locations). Use of single‐nucleotide polymorphisms identified additional polymorphism and allowed for more precise mapping of three FR QTLs previously identified using a limited number of simple sequence repeats. Two QTLs were newly discovered in chromosomal regions not previously known to contain genes affecting FR. Saber contributed the FR allele at these newly identified FR QTLs, making them the first FR QTLs not traceable to the ancestral cultivar ‘Cypress’. Fissure resistance among the CS‐RILs proved to be independent from differences for plant height, days to heading, and kernel morphology (i.e., length, width, thickness, and weight). The FR QTLs from Cybonnet and Saber were additive, with stronger levels of FR resulting from pyramiding of FR alleles from both cultivars.