It is known that carbon nanotubes (CNTs) possess a high light absorption coefficient with a very broad spectrum, showing good potential for solar-thermal conversion. Bi2Te3 is a typical thermoelectric material with high thermoelectric conversion efficiency. In this study, we first fabricated several simple elements based on p- and n-type Bi2Te3 respectively. By integrating p- and n-type elements in series, we constructed a novel solar thermoelectric conversion device covered with 0.32g/m2 CNT sheets, which showed a high light absorption coefficient and generated a large short-circuit current (Isc) of 200mA. The size of the cross section of each series element was 0.19×0.19cm2. Thus, the short-circuit current density (Jsc) was as high as 5520mA/cm2. The open-circuit voltage (Voc) of the device reached 400mV. Each element of the device displayed a power conversion efficiency (PCE) of 2.1% in the near-infrared (NIR) region by a narrow band diode laser source with light flux of 100mW/cm2 without using any optical or thermal concentrator. Furthermore, the device is stable, durable and capable of operating at high temperatures and thus is promising for converting sunlight into electricity. This work provides a simple and convenient approach to prepare solar-energy conversion devices for large-scale applications in the future.