The aim of the present study was to evaluate the effect of glutamine (
Gln
) on modulating heat stress–induced oxidative damage in the broiler thigh muscle through nuclear factor erythroid 2–related 2/Kelch-like ECH-associated protein 1 (
Nrf2-Keap1
) pathway. Three-hundred 22-day-old Arbor Acres broilers were reallocated into 5 groups: a control group (24 °C) fed with basal diet and 4 heat stress (
HS
) groups (34 °C for 8 h/D) fed with basal diet containing 0, 0.5, 1.0, and 1.5% Gln. This experiment lasted 21 D. Heat stress decreased (
P
< 0.05) pH, redness, and Gln levels, and increased (
P
< 0.05) luminance, water loss rate, and cooking loss (
CL
) values of the thigh meat. Compared with the HS group, supplementation with 1.5% Gln increased (
P
< 0.05) pH, redness, and Gln levels, but decreased (
P
< 0.05) luminance and CL values in the thigh meat. There were significant decreases (
P
< 0.05) in glutathione (
GSH
), superoxide dismutase (
SOD
), catalase (
CAT
), glutathione peroxidase (
GSH-Px
), total antioxidant capacity (
T-AOC
), and Nrf2 levels, but significant increases (
P
< 0.05) in the malondialdehyde (
MDA
) and Keap1 levels of the thigh muscle after HS treatment. Compared with the HS group, supplementation with 1.0, and 1.5% Gln decreased (
P
< 0.05) MDA and Keap1 levels; supplementation with 1.5% Gln increased (
P
< 0.05) GSH, GSH-Px, T-AOC, CAT, SOD, and Nrf2 levels in the thigh muscle of heat-stressed broilers. Furthermore, HS decreased (
P
< 0.05) Nrf2, SOD, CAT, and GSH-Px mRNA expression levels, but increased (
P
< 0.05) Keap1 mRNA level in the thigh muscle of broiler. Dietary supplementation with 1.5% Gln increased (
P
< 0.05) Nrf2, GSH-Px, CAT, and SOD mRNA expression levels, but decreased (
P
< 0.05) Keap1 mRNA level in the thigh muscle of heat-stressed broilers. In conclusion, dietary Gln improved the resistance of heat-stressed broiler muscles to oxidative damage possibly through reversing the muscle Gln level and inducing the expression of the Nrf2-Keap1 pathway.