The introduction of tumor necrosis factor-alpha (TNF-α)-targeting drugs has given new opportunities in the treatment of various inflammatory rheumatic diseases and has been the most important development in the treatment of spondyloarthritis (SpA). However, the increasing use and longer follow-up periods of treatment also pose risks of developing various adverse effects ranging from common ones including infections to uncommon renal complications. This report describes a case of infliximab-induced focal segmental glomerulosclerosis (FSGS) in a 40-year-old female patient with ankylosing spondylitis (AS) who presented with asymptomatic proteinuria and microscopic hematuria. To the best of our knowledge, this is the second reported case of FSGS attributed to infliximab (IFX). A review of the English literature was conducted for cases of possible IFX-associated renal disorders in patients with SpA and SpA spectrum diseases. In this respect, the reported renal pathologies were IgA nephropathy, crescentic glomerulonephritis, acute renal artery occlusion, acute tubulointerstitial nephritis (ATIN), FSGS, and membranous glomerulopathy. Furthermore, partial or complete resolution was reported after cessation of therapy. In conclusion, although renal complications of TNF inhibitors (TNFi) are uncommon, spot urine evaluation may be recommended in the follow-up of patients treated with TNFi.