A general consensus is -two causally disconnected Unruh-DeWitt detectors, depending upon their motions, can be entangled through interaction with a common background field. Here we investigate the effects of field temperature T (f ) on the entanglement harvesting between two uniformly accelerated detectors. In the case of their parallel motion, the thermal nature of fields does not produce any entanglement, and therefore, the outcome is the same as the non-thermal situation. On the contrary, background temperature T (f ) does affect entanglement harvesting when the detectors are in anti-parallel motion, i.e., one detector is in the right Rindler wedge (detector A), and the other one is in the left Rindler wedge (detector B). While for T (f ) = 0 entanglement harvesting is possible for all acceleration values aA of detector A, in the presence of temperature, the situation is quite different. In the latter case, entanglement harvesting is possible only within a narrow range of aA. For (1 + 1) dimensions, the range starts from a certain value and extends to infinity, and as we increase T (f ) , the required value of aA for starting entanglement increases. Moreover, above a critical value aA = ac harvesting increases as we increase T (f ) , which is just opposite in nature for accelerations below it. This feature does not change even if both the detectors move with equal acceleration. In the (1 + 3) dimensions, we found many critical values of aA when the detectors are moving with different accelerations. In addition, there exist several discrete ranges of aA, contrary to the single range in (1 + 1) dimensions, for certain fixed values of T (f ) within which the entanglement harvesting is possible. Interestingly, for detectors moving with equal acceleration, instead of multiple critical values one again has a single critical point, with nature quite similar to (1 + 1) dimensional results.