This work is a systematic study of non-biting midges (Chironomidae) of the tribe Tanytarsini found in Baltic amber (Gulf of Gdańsk, ~40-45 Ma) collected by C. and H.W. Hoffeins, Hamburg, Germany. Given the rarity of Tanytarsini species/specimens so far recorded in Eocene ambers of the Baltic region, known from 17 species in eight genera, the Hoffeins collection is distinguished by its relatively high diversity. Among chironomid specimens collected, 39 Tanytarsini adult males were found, including 28 individuals studied in detail. They belong to 12 species from seven genera, including three new species. Rheotanytarsus hoffeinsorum sp. nov. is the second known Eocene species of the genus. Tanytarsus crocota sp. nov. and Stempellinella fibra sp. nov. display sets of unique characters in these genera. Emended diagnoses of Archistempellina falcifera Giłka and Zakrzewska, 2013 and A. perkovskyi Giłka and Zakrzewska, 2014, hitherto known from single individuals, and morphological variability in selected Eocene species of the genus Tanytarsus van der Wulp, 1874, are also presented. As a synthesis of our work and comparisons achieved in order to define the taxa studied, a key to the identification of all Eocene Tanytarsini genera (8) and species (20) known from Baltic amber is provided.