At subduction zones, aqueous fluids released from the subducting slab play an important role in island arc volcanism, triggering partial melting and accretion magmatism. We used the Network‐magnetotelluric (MT) method to obtain the deep (>100 km), large‐scale electrical resistivity structure beneath Kyushu, Japan, with the aim of identifying regions of deep fluids and magma that feeds subduction zone volcanoes in the region. Network‐MT observations, in which dipoles of about 10–30 km in length were used to measure the electric potential difference, were performed over all of Kyushu, in the Southwest Japan Arc, where the Philippine Sea Plate (PSP) is subducting beneath the Eurasian Plate at a high angle. Using the Network‐MT data, we obtained the large‐scale electrical resistivity structure along four profiles across each of four Quaternary active volcanoes at the volcanic front of the Kyushu subduction zone. The resistivity models have two features in common: a conductor beneath each volcano, whose base extends to the backarc side, and a resistor along the hinge line of the subducting PSP in the forearc. The conductor indicates regions of fluid released from the slab or partial melting of the mantle, representing a magma source for subduction zone volcanoes in this region.