diff --git a/Cargo.lock b/Cargo.lock
index c9ab3ef108..1dedf97721 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -1829,7 +1829,6 @@ name = "xtask"
 version = "0.1.0"
 dependencies = [
  "anyhow 1.0.19 (registry+https://github.com/rust-lang/crates.io-index)",
- "autocfg 0.1.7 (registry+https://github.com/rust-lang/crates.io-index)",
  "pico-args 0.3.0 (registry+https://github.com/rust-lang/crates.io-index)",
  "proc-macro2 1.0.6 (registry+https://github.com/rust-lang/crates.io-index)",
  "quote 1.0.2 (registry+https://github.com/rust-lang/crates.io-index)",
diff --git a/xtask/Cargo.toml b/xtask/Cargo.toml
index bba4be1927..77b9ae2b46 100644
--- a/xtask/Cargo.toml
+++ b/xtask/Cargo.toml
@@ -6,7 +6,6 @@ authors = ["rust-analyzer developers"]
 publish = false
 
 [dependencies]
-autocfg = "0.1"
 walkdir = "2.1.3"
 pico-args = "0.3.0"
 quote = "1.0.2"
diff --git a/xtask/src/main.rs b/xtask/src/main.rs
index 7eab1c949d..f14e6c8ae7 100644
--- a/xtask/src/main.rs
+++ b/xtask/src/main.rs
@@ -10,18 +10,17 @@
 mod help;
 
 use anyhow::Context;
-use autocfg;
 use core::fmt::Write;
 use core::str;
 use pico_args::Arguments;
 use std::{env, path::PathBuf};
 use xtask::{
     codegen::{self, Mode},
-    install_format_hook, run, run_clippy, run_fuzzer, run_rustfmt, Cmd, Result,
+    install_format_hook, run, run_clippy, run_fuzzer, run_rustfmt, run_with_output, Cmd, Result,
 };
 
 // Latest stable, feel free to send a PR if this lags behind.
-const REQUIRED_RUST_VERSION: (usize, usize) = (1, 39);
+const REQUIRED_RUST_VERSION: u32 = 39;
 
 struct InstallOpt {
     client: Option<ClientOpt>,
@@ -230,15 +229,20 @@ fn install_client(ClientOpt::VsCode: ClientOpt) -> Result<()> {
 }
 
 fn install_server(opts: ServerOpt) -> Result<()> {
-    let target_dir = env::var_os("CARGO_TARGET_DIR").unwrap_or_else(|| "target".into());
-    let ac = autocfg::AutoCfg::with_dir(target_dir)?;
-
-    let old_rust = !ac.probe_rustc_version(REQUIRED_RUST_VERSION.0, REQUIRED_RUST_VERSION.1);
+    let mut old_rust = false;
+    if let Ok(output) = run_with_output("cargo --version", ".") {
+        if let Ok(stdout) = String::from_utf8(output.stdout) {
+            println!("{}", stdout);
+            if !check_version(&stdout, REQUIRED_RUST_VERSION) {
+                old_rust = true;
+            }
+        }
+    }
 
     if old_rust {
         eprintln!(
-            "\nWARNING: at least rust {}.{}.0 is required to compile rust-analyzer\n",
-            REQUIRED_RUST_VERSION.0, REQUIRED_RUST_VERSION.1
+            "\nWARNING: at least rust 1.{}.0 is required to compile rust-analyzer\n",
+            REQUIRED_RUST_VERSION,
         )
     }
 
@@ -250,10 +254,20 @@ fn install_server(opts: ServerOpt) -> Result<()> {
 
     if res.is_err() && old_rust {
         eprintln!(
-            "\nWARNING: at least rust {}.{}.0 is required to compile rust-analyzer\n",
-            REQUIRED_RUST_VERSION.0, REQUIRED_RUST_VERSION.1
+            "\nWARNING: at least rust 1.{}.0 is required to compile rust-analyzer\n",
+            REQUIRED_RUST_VERSION,
         )
     }
 
     res
 }
+
+fn check_version(version_output: &str, min_minor_version: u32) -> bool {
+    // Parse second the number out of
+    //      cargo 1.39.0-beta (1c6ec66d5 2019-09-30)
+    let minor: Option<u32> = version_output.split('.').nth(1).and_then(|it| it.parse().ok());
+    match minor {
+        None => true,
+        Some(minor) => minor >= min_minor_version,
+    }
+}