diff --git a/.forgejo/workflows/ci.yml b/.forgejo/workflows/ci.yml
index 821297ae..5d288e00 100644
--- a/.forgejo/workflows/ci.yml
+++ b/.forgejo/workflows/ci.yml
@@ -71,18 +71,10 @@ jobs:
           cp -r /tmp/apt-ostree/* .
           cp -r /tmp/apt-ostree/.* . 2>/dev/null || true
 
-      - name: Install Rust toolchain
+      - name: Verify Rust toolchain
         run: |
-          # Install rustup to get a stable Rust version
-          curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh -s -- -y
-          . ~/.cargo/env
-          
-          # Use a more stable Rust version (1.75.0 is known to be very stable)
-          rustup install 1.75.0
-          rustup default 1.75.0
-          
-          # Verify Rust version
-          echo "Using Rust version:"
+          # Rust is already installed in rust:trixie container
+          echo "Using pre-installed Rust version:"
           rustc --version
           cargo --version