Presence of gangue aluminosilicate clay (e.g., muscovite) minerals plays an important role in controlling mineral ore processability and extraction of valuable metals (e.g., copper, gold). Hydrometallurgical processing of clay containing minerals at low pH (~1) and elevated temperature (e.g., 70°C) sometimes leads to deleterious viscous gel formation nominally ascribed to leached Si(IV) polycondensation. In this study, the leaching and gelation behaviour of 30–57wt.% solid muscovite dispersions was investigated at pH 1 with a particular focus on the role of mineral chemistry (low-Fe vs. high-Fe substituted muscovite), temperature (25 and 70°C) and supernatant Si(IV) and Al(III) concentration (0.1–1.5M). The temporal particle interactions, reflecting the extent of gelation was characterized by pulp shear rheology. At 25°C, low yield stress was initially displayed by low-Fe muscovite dispersion whilst the high-Fe muscovite dispersion formed a gel. At 70°C, however, both dispersions initially displayed lower yield stress. In all cases, the magnitude of yield stress systematically attenuated in the course of 4h aging. The lower shear yield stresses observed at 70°C correlated with significantly lower concentration (<0.1M) of leached Si(IV). Whilst the increase of the solution Si(IV) concentration of 0.25–1M had no impact on rheology of dispersions at 25°C, strong gelation occurred within 2h in the presence of 1M Si(IV) at 70°C. The gelation induction time decreased with increasing solution Al(III) concentration or dispersion solid content, whilst it was completely absent at lower Si(IV) concentrations. Results demonstrated that the proliferation and polycondensation of Si(IV) species alone is necessary but not sufficient cause of gelation which occur at lower Si(IV) concentrations (e.g., 0.25M) under plant conditions, albeit other species (e.g., Al(III) and Fe(III)) prevail. Both intense heating and higher Si(IV) concentration are shown to be conducive to gelation.