Sorghum cultivation is often accompanied by low field emergence rates and weak seedlings, which may be due to genetic or environmental stress. A factorial experiment was conducted in the spring and fall seasons of 2022 using a randomized complete block design with split-plot arrangement and four replications. Planting dates (spring season: Feb. 15th, Mar. 1st, 15th, and Apr. 1st, 15th; fall season: Jun. 15th, Jul. 1st, 15th, and Aug. 1st, 15th) were allocated to the main plots. Seeds stimulation treatments (35% banana peel extract + 100 mg L−1 citric acid and distilled water soaking treatment only) were allocated to the subplots. The interaction treatment (banana peel extract + citric acid) with the planting date of April 15 showed the highest field emergence (74.2%), 75% flowering (86.0 day), plant height (163.9 cm), and days to physiological and complete maturity (111.0 and 131.0 day), respectively. The banana peel extract + citric acid soaking treatment with the planting date of July 1st showed the highest field emergence (91.3%), plant height (185.1 cm), leaf area index (7.6), and dry weight per plant (398.8 g). It can be concluded that the seeds primed with banana peel extract + citric acid before planting improved growth characteristics and could be a solution to environmental challenges, which also promote the concept of sustainable agriculture. It can be recommended seeds soaking with a combination of banana peel extract and citric acid to enhance emergence and growth when planting in April 15th for the spring season and July 1st for the fall season.