Tumor cells respond actively to the extracellular microenvironment via biomechanical and biochemical stimulation. Microchips provide a flexible platform to integrate multiple factors for cell research. In this work, we developed a subtle microfluidic chip that can generate a controllable stiffness gradient and orthogonal chemical stimulation to study the behaviors of glioma cells. Fibronectin-conjugated polyacrylamide (PAA) hydrogel with a longitudinal stiffness gradient ranging from about 1 kPa to 40 kPa is integrated within the cell culture chamber while lateral diffusion-based chemical stimulation is generated through circumambient microchannel arrays. The synergistic effect of epidermal growth factor (EGF) stimulation and hydrogel stiffness gradient on U87-MG cell migration was studied. By tracing cell migration, we discovered that hydrogel stiffness can promote cell chemotaxis, while the EGF gradient can accelerate cell migration. In addition, cell morphology showed typical cell spreading, increased aspect ratios, and decreased circularity in response to a stiffer substrate and plateaued at a certain stiffness level. Meanwhile, the content of intracellular reactive oxygen species (ROS) on the hydrogel soft end is enhanced by approximately 2 fold compared with that on the hydrogel stiff end. The enhancement of substrate stiffness on cell chemotaxis is very significant for in vitro model simulation and tissue engineering.