diff --git a/object_store/Cargo.toml b/object_store/Cargo.toml
index 0b40862c5c69..a1091450ed1c 100644
--- a/object_store/Cargo.toml
+++ b/object_store/Cargo.toml
@@ -24,7 +24,7 @@ readme = "README.md"
 description = "A generic object store interface for uniformly interacting with AWS S3, Google Cloud Storage, Azure Blob Storage and local files."
 keywords = ["object", "storage", "cloud"]
 repository = "https://github.com/apache/arrow-rs/tree/main/object_store"
-rust-version = "1.64.0"
+rust-version = "1.70.0"
 
 [package.metadata.docs.rs]
 all-features = true
@@ -35,8 +35,8 @@ bytes = "1.0"
 chrono = { version = "0.4.34", default-features = false, features = ["clock"] }
 futures = "0.3"
 http = "1.2.0"
-humantime = "2.1"
 itertools = "0.14.0"
+jiff = { version = "0.2", default-features = false }
 parking_lot = { version = "0.12" }
 percent-encoding = "2.1"
 thiserror = "2.0.2"
diff --git a/object_store/src/config.rs b/object_store/src/config.rs
index 29a389d4e3dd..565df53fd06f 100644
--- a/object_store/src/config.rs
+++ b/object_store/src/config.rs
@@ -18,7 +18,7 @@ use std::fmt::{Debug, Display, Formatter};
 use std::str::FromStr;
 use std::time::Duration;
 
-use humantime::{format_duration, parse_duration};
+use jiff::SignedDuration;
 use reqwest::header::HeaderValue;
 
 use crate::{Error, Result};
@@ -87,10 +87,12 @@ impl Parse for bool {
 
 impl Parse for Duration {
     fn parse(v: &str) -> Result<Self> {
-        parse_duration(v).map_err(|_| Error::Generic {
-            store: "Config",
-            source: format!("failed to parse \"{v}\" as Duration").into(),
-        })
+        SignedDuration::from_str(v)
+            .and_then(Self::try_from)
+            .map_err(|_| Error::Generic {
+                store: "Config",
+                source: format!("failed to parse \"{v}\" as Duration").into(),
+            })
     }
 }
 
@@ -123,7 +125,12 @@ impl Parse for HeaderValue {
 
 pub(crate) fn fmt_duration(duration: &ConfigValue<Duration>) -> String {
     match duration {
-        ConfigValue::Parsed(v) => format_duration(*v).to_string(),
+        ConfigValue::Parsed(v) => {
+            // Should only fail if `Duration` has more seconds than what fits
+            // into i64.
+            let d = SignedDuration::try_from(*v).unwrap();
+            format!("{:#}", d)
+        }
         ConfigValue::Deferred(v) => v.clone(),
     }
 }
@@ -140,4 +147,13 @@ mod tests {
         assert_eq!(Duration::parse("60 s").unwrap(), duration);
         assert_eq!(Duration::parse("60s").unwrap(), duration)
     }
+
+    #[test]
+    fn test_fmt_duration() {
+        let dur = ConfigValue::Parsed(Duration::new(9420, 0));
+        assert_eq!("2h 37m", fmt_duration(&dur));
+
+        let dur = ConfigValue::Parsed(Duration::new(0, 32_000_000));
+        assert_eq!("32ms", fmt_duration(&dur));
+    }
 }