Following diagnosis but before treatment, up to 30% of breast cancer patients report behavioral side effects (e.g., anxiety, depression, memory impairment). Our rodent mammary tumor model recapitulates aspects of these behavioral sequelae, as well as elevated circulating and brain inflammatory mediators. Neuroinflammation is a proposed mechanism underlying the etiology of mood disorders and cognitive deficits, and therefore may be contributing to tumor‐associated behavioral side effects. The cellular mechanisms by which tumor‐induced neuroinflammation occurs remain unknown, making targeted treatment approaches inaccessible. Here, we tested the hypotheses that microglia are the primary cells driving tumor‐induced neuroinflammation and behavioral side effects. Young adult female BALB/c mice were induced with a 67NR mammary tumor; tumor‐free controls underwent a sham surgery. Mammary tumors increased IBA1+ and GFAP+ staining in the amygdala and hippocampus relative to tumor‐free controls. However, tumors did not alter gene expression of Percoll‐enriched microglia isolated from the whole brain. While cognitive, social, and anhedonia‐like behaviors were not altered in tumor‐bearing mice, tumors increased central tendency in the open‐field test; microglia depletion did not reverse this effect. Brain region RT‐qPCR data indicated that microglia depletion attenuated tumor‐induced elevations of neuroinflammatory gene expression in a region‐ and mediator‐specific manner. These results indicate a causal role of microglia in tumor‐induced neuroinflammation. This research advances our understanding of the cellular mechanisms underlying tumor‐induced neuroinflammation in order to understand how brain responses (e.g., behavior) may be altered with subsequent cancer‐related immune challenges.