Sweet wormwood (Artemisia annua), an annual herb belonging to the Compositae family, is the main source of the potent anti-malarial drug artemisinin, which is mainly produced in glandular trichomes of A. annua leaves. The WD40 protein family is one of the largest protein families in eukaryotes and plays crucial roles in regulating plant growth and development, stress responses, and secondary metabolite biosynthesis. However, WD40 proteins have not been comprehensively identified in A. annua. In this study, we identified 236 WD40 proteins in the A. annua genome and examined their conserved domains, motifs, and cis-regulatory elements, gene structures, chromosomal distribution, duplication events of their encoding genes. Furthermore, we isolated and characterized TRANSPARENT TESTA GLABROUS 1 (AaTTG1), a homolog of Arabidopsis TTG1, and confirmed that AaTTG1 was localized to the nucleus and cytoplasm. Indeed, AaTTG1 can rescue the glabrous phenotype of the Arabidopsis ttg1 mutant and enhanced trichome production when heterologously expressed in wild-type Arabidopsis plants. Transgenic A. annua lines overexpressing AaTTG1 displayed a significantly higher density of glandular trichomes and higher artemisinin contents. Transgenic A. annua lines with inhibited AaTTG1 function had fewer glandular trichomes and lower artemisinin levels. Moreover, we demonstrated that AaTTG1 positively regulates glandular trichome development in A. annua through interactions with AaSPL9. This study thus provides fundamental insights into the role of WD40 proteins in A. annua and introduces a promising approach to enhance artemisinin production by manipulating glandular trichome development in this valuable medicinal plant.