Leaf trichomes play vital roles in plant resistance and the quality of tea. Basic helix-loop-helix (bHLH) transcription factors (TFs) play an important role in regulating plant development and growth. In this study, a total of 134 CsbHLH proteins were identified in the Camellia sinensis var. sinensis (CSS) genome. They were divided into 17 subgroups according to the Arabidopsis thaliana classification. Phylogenetic tree analysis indicated that members of subgroups IIIc-I and IIIc-II might be associated with trichome formation. The expression patterns of CsbHLH116, CsbHLH133, CsbHLH060, CsbHLH028, CsbHLH024, CsbHLH112 and CsbHLH053 from clusters 1, 3 and 5 were similar to the trichome distribution in tea plants. CsbHLH024 and CsbHLH133 were located in the cell nucleus and possessed transcriptional activation ability. They could interact with CsTTG1, which is a regulator of tea trichome formation. This study provides useful information for further research on the function of CsbHLHs in trichome formation.