Impaired activity of centromeric histone CENH3 causes inaccurate chromosome segregation and in crosses between the Arabidopsis recombinant CENH3 mutant GFP-tailswap and CENH3 G83E with wild-type pollen it results in chromosome loss with the formation of haploids. This genome elimination in the zygote and embryo is not absolute as also aneuploid and diploid progeny is formed. Here, we report that a temporal and moderate heat stress during fertilization and early embryo-genesis shifts the ratio in favour of haploid progeny in CENH3 mutant lines. Micronuclei formation, a proxy for genome elimination, was similar in control and heat-treated flowers, indicating that heat-induced seed abortion occurred at a late stage during the development of the seed. In the seeds derived from heat-treated crosses, the endosperm did not cellularize and many seeds aborted. Haploid seeds were formed, however, resulting in increased frequencies of haploids in CENH3-mediated genome elimination crosses performed under heat stress. Therefore, heat stress application is a selective force during genome elimination that promotes haploid formation and may be used to improve the development and efficacy of in vivo haploid induction systems.