Doubled haploid (DH) lines are used in maize breeding to accelerate the breeding cycle and create homogenous inbred lines in as little as two seasons. These pure inbred lines allow breeders to quickly evaluate new cross combinations. There are two important steps in creating DH lines: 1) generation and selection of haploid progeny, and 2) genome doubling to create fertile, diploid inbreds. Colchicine is widely used to artificially double genomes in haploid plants, which is hazardous, expensive, and time consuming. In this study, three public inbred lines A427, A637, and NK778 were found to have substantial haploid male fertility (HMF). A six-parent full diallel between these three HMF lines and three non-HMF lines was created and HMF was scored. Diallel analysis revealed significant GCA estimates of up to 17% for HMF, as well as significant SCA effects of up to 25%. No significant reciprocal effects were found. HMF is promising to be incorporated into elite maize breeding programs to potentially overcome the need of using colchicine treatments for genome doubling. Colchicine aided doubling success rates varying from almost zero to 30%. HMF has an advantage over artificial genome doubling both in terms of increased success rates and decreased costs for DH line production.