HESS J1841−055 is a diffuse unidentified gamma-ray source with the size of ∼ 1.3 • × 1 • . No conclusive counterpart in other wavelengths has so far detected. To search for X-rays responsible for the TeV emission, the Suzaku observations were conducted, which covered a half region of the HESS source. In the soft band (0.5-2.0 keV), we discovered a diffuse emission, Suzaku J1840.2−0552, with the size of ∼ 10 ′ . Since its spectrum was fitted by an optically thin thermal plasma model, Suzaku J1840.2−0552 is likely to be a supernova remnant. We also discovered an extended source, Suzaku J1840.2−0544, in the hard band (2.0-8.0 keV) with an emission line at 6.1 keV. From the spectral feature and large interstellar absorption, this source is likely to be a cluster of galaxies behind the Galactic plane at the red-shift of ∼0.09. The other diffuse source spatially overlaps with the SNR candidate G26.6−0.2, which shows a non-thermal dominant spectrum. Since no other candidate is found in the hard X-ray band, we infer that these largely extended sources could be possible counterparts of HESS J1841−055.