diff --git a/dev/release/setup-rhel-rebuilds.sh b/dev/release/setup-rhel-rebuilds.sh
index dc190d2d242..c52e88fdaf1 100755
--- a/dev/release/setup-rhel-rebuilds.sh
+++ b/dev/release/setup-rhel-rebuilds.sh
@@ -26,6 +26,8 @@ set -exu
 dnf -y install 'dnf-command(config-manager)'
 dnf config-manager --set-enabled powertools
 dnf -y update
+dnf -y module disable maven
+dnf -y module enable maven:3.8
 dnf -y module disable nodejs
 dnf -y module enable nodejs:18
 dnf -y module disable ruby