N-glycan alterations contribute to the progression of several joint diseases, including knee osteoarthritis (KOA). However, molecular changes in KOA subchondral trabecular bone, when exposed to different joint loading forces, are still unknown. The aim of this study was, therefore, to demonstrate the feasibility to differentiate N-glycan changes in subchondral trabecular bone from four different joint loading forces of the tibial plateau regions (i.e., Lateral Anterior (L-A), Lateral Posterior (L-P), Medial Anterior (M-A), and Medial Posterior (M-P)) in KOA patients (n = 10) using matrix-assisted laser desorption/ionization mass spectrometry imaging (MALDI-MSI) at 20 μm spatial resolution. The degree of cartilage degeneration was evaluated histologically, and the subchondral bone tissue microarrays (TMAs) were subsequently manually constructed from formalin-fixed paraffin-embedded (FFPE) KOA osteochondral (i.e., cartilage-subchondral bone) tissues. Overall, the Osteoarthritis Research Society International (OARSI) histological grade was significantly higher and the size of chondrocytes in the superficial zone was much larger for both M-A and M-P compared to L-A and L-P of cartilage (p = 0.006, p = 0.030, p = 0.028, and p = 0.010; respectively). Among the 65 putative N-glycans observed by MALDI-MSI, 2 core fucosylated bi-antennary N-glycans, m/z 1809.64; (Hex)5(HexNAc)4(Fuc)1 and 2100.73; (NeuAc)1(Hex)5(HexNAc)4(Fuc)1, were significantly higher in intensity in M-A compared to L-A of the trabecular bone (p = 0.027, and p = 0.038, respectively). These N-glycans were then further structurally characterized by in situ MS/MS fragmentation post-MALDI-MSI. Our results demonstrate, for the first time, N-glycan alterations can occur at different joint loading forces in the KOA tibial plateau and the feasibility of subchondral bone TMA construction for N-glycan MALDI-MSI.