Maize (Zea mays L.) plant population effects on aboveground growth is well recognized, but little is known regarding the effects on root morphology. Plant population effects on various root parameters were explored in situ under no‐tillage in a semi‐arid environment. A 2‐yr field trial was conducted using three plant population treatments (20,000; 30,000; and 40,000 plants ha−1) at 0.76 m row spacing. Digital images were collected at four soil depths in acrylic minirhizotron tubes using a CI‐600 In Situ Root Imager. Digital images were analyzed using the RootSnap! analysis software. In Season 1, plant population had no effect on volumetric root length density (RLDv) against the crop rows at the 0–60 cm depths. In Season 2, a lower RLDv (P < .05) was found at 30,000 plants ha−1 than 20,000 plants ha−1 at the 15–30 cm depth. A lower (P < .05) RLDv was found at 20,000 plants ha−1 compared to 30,000 plants ha−1 at 30–45 cm depth. Average root diameter was greater (P < .05) in Season 1 compared to Season 2 at all depths. Lateral root length against crop rows were 37 and 39% greater (P < .05) in Season 1 compared to Season 2 at 15–30 and 30–45 cm depths, respectively. Across treatments, yield was 7,001 and 4,940 kg ha−1 in Season 1 and 2, respectively. Yield increased by 351 kg ha−1 for each 0.2 cm cm−3 increase in RLDv against crop rows. Plant population effects on maize root morphology is reduced in dry seasons and is mainly affected by season and soil depth.