Epileptogenesis is linked to neuroinflammation. We hypothesized that local heat production caused by neuroinflammation can be visualized non-invasively invivo via brain magnetic resonance spectroscopic imaging (MRSI) and MRSI-thermometry (MRSI-t) and that there is a relationship in patients with temporal lobe epilepsy (TLE) between MRSI-t and brain metabolites choline and myo-inositol and between neuroimaging and cellular and serum biomarkers of inflammation. Thirty-six (36) participants, 18 with temporal lobe epilepsy (13 females) and 18 age-matched healthy controls (nine females), were enrolled prospectively and underwent MRSI/MRSI-t; TLE participants also provided blood samples. Temperature was measured using creatine as a reference metabolite. Analysis of Functional NeuroImages 3dttest++ tool was used to analyze voxel-level group differences in temperature, choline, and myo-inositol. Associations with immune cell subsets, cytokines, and chemokines related to inflammation were quantified using correlation coefficients with significant relationships as noted. Patients with TLE showed elevated temperature, choline, and myo-inositol in the temporal lobes. Higher brain temperature was associated with higher levels of cytokines and chemokines, including GM-CSF, TNF, IL-1β, and IL - 12p70, and lower frequency of immune cells including CD3+ T-cells, CD4+ T-cells, CD8+ T-cells, and classical monocytes. Higher choline was associated with higher levels of the cytokines including LT-α, IL-13, and IL-4, and higher myo-inositol was associated with a higher frequency of CD4+ T-cell and CD19+ B-cell subsets and higher levels of cytokines and chemokines including LT-α, IL-13, and CCL3. This study, for the first time, showed that in temporal lobes of patients with TLE temperature and metabolite changes correlate with cellular and serum biomarkers of inflammation. Our results provide support for further development of MRSI-t as a measure of neuroinflammation in epilepsy and potentially other neurological disorders and as an investigative and clinical tool. Neuroinflammation is associated with excessive heat production which can be visualized with magnetic resonance spectroscopic imaging and thermometry (MRSI-t). We prospectively investigated the relationship between MRSI-t and cellular and serum measures of peripheral inflammation in patients with temporal lobe epilepsy (TLE); we compared the results of MRSI-t in patients with TLE to healthy controls. We showed a relationship between the temperature elevations in TLE and elevations of various measures of peripheral inflammation. Our results support further development of MRSI-t as a measure of neuroinflammation in epilepsy and potentially other neurological disorders and as an investigative and clinical tool.