diff --git a/ext/polars/src/lazyframe/general.rs b/ext/polars/src/lazyframe/general.rs
index 99f95c4a37..a11ffe6cd0 100644
--- a/ext/polars/src/lazyframe/general.rs
+++ b/ext/polars/src/lazyframe/general.rs
@@ -816,6 +816,14 @@ impl RbLazyFrame {
         .into())
     }
 
+    pub fn drop_nans(&self, subset: Option<&RbSelector>) -> Self {
+        self.ldf
+            .borrow()
+            .clone()
+            .drop_nans(subset.map(|e| e.inner.clone()))
+            .into()
+    }
+
     pub fn drop_nulls(&self, subset: Option<&RbSelector>) -> Self {
         self.ldf
             .borrow()
diff --git a/ext/polars/src/lib.rs b/ext/polars/src/lib.rs
index 90290be1a6..5e06207ba1 100644
--- a/ext/polars/src/lib.rs
+++ b/ext/polars/src/lib.rs
@@ -781,6 +781,7 @@ fn init(ruby: &Ruby) -> RbResult<()> {
     class.define_method("explode", method!(RbLazyFrame::explode, 1))?;
     class.define_method("null_count", method!(RbLazyFrame::null_count, 0))?;
     class.define_method("unique", method!(RbLazyFrame::unique, 3))?;
+    class.define_method("drop_nans", method!(RbLazyFrame::drop_nans, 1))?;
     class.define_method("drop_nulls", method!(RbLazyFrame::drop_nulls, 1))?;
     class.define_method("slice", method!(RbLazyFrame::slice, 2))?;
     class.define_method("tail", method!(RbLazyFrame::tail, 1))?;
diff --git a/lib/polars/data_frame.rb b/lib/polars/data_frame.rb
index 8cc461ccc0..a9aea0d115 100644
--- a/lib/polars/data_frame.rb
+++ b/lib/polars/data_frame.rb
@@ -1848,6 +1848,51 @@ def tail(n = 5)
       _from_rbdf(_df.tail(n))
     end
 
+    # Drop all rows that contain one or more NaN values.
+    #
+    # The original order of the remaining rows is preserved.
+    #
+    # @param subset [Object]
+    #   Column name(s) for which NaN values are considered; if set to `nil`
+    #   (default), use all columns (note that only floating-point columns
+    #   can contain NaNs).
+    #
+    # @return [DataFrame]
+    #
+    # @example
+    #   df = Polars::DataFrame.new(
+    #     {
+    #       "foo" => [-20.5, Float::NAN, 80.0],
+    #       "bar" => [Float::NAN, 110.0, 25.5],
+    #       "ham" => ["xxx", "yyy", nil],
+    #     }
+    #   )
+    #   df.drop_nans
+    #   # =>
+    #   # shape: (1, 3)
+    #   # ┌──────┬──────┬──────┐
+    #   # │ foo  ┆ bar  ┆ ham  │
+    #   # │ ---  ┆ ---  ┆ ---  │
+    #   # │ f64  ┆ f64  ┆ str  │
+    #   # ╞══════╪══════╪══════╡
+    #   # │ 80.0 ┆ 25.5 ┆ null │
+    #   # └──────┴──────┴──────┘
+    # @example
+    #   df.drop_nans(subset: ["bar"])
+    #   # =>
+    #   # shape: (2, 3)
+    #   # ┌──────┬───────┬──────┐
+    #   # │ foo  ┆ bar   ┆ ham  │
+    #   # │ ---  ┆ ---   ┆ ---  │
+    #   # │ f64  ┆ f64   ┆ str  │
+    #   # ╞══════╪═══════╪══════╡
+    #   # │ NaN  ┆ 110.0 ┆ yyy  │
+    #   # │ 80.0 ┆ 25.5  ┆ null │
+    #   # └──────┴───────┴──────┘
+    def drop_nans(subset: nil)
+      lazy.drop_nans(subset: subset).collect(_eager: true)
+    end
+
     # Drop all rows that contain one or more null values.
     #
     # The original order of the remaining rows is preserved.
diff --git a/lib/polars/lazy_frame.rb b/lib/polars/lazy_frame.rb
index 4ce995bf0f..35515aedaf 100644
--- a/lib/polars/lazy_frame.rb
+++ b/lib/polars/lazy_frame.rb
@@ -3307,6 +3307,55 @@ def unique(maintain_order: true, subset: nil, keep: "first")
       _from_rbldf(_ldf.unique(maintain_order, selector_subset, keep))
     end
 
+    # Drop all rows that contain one or more NaN values.
+    #
+    # The original order of the remaining rows is preserved.
+    #
+    # @param subset [Object]
+    #   Column name(s) for which NaN values are considered; if set to `nil`
+    #   (default), use all columns (note that only floating-point columns
+    #   can contain NaNs).
+    #
+    # @return [LazyFrame]
+    #
+    # @example
+    #   lf = Polars::LazyFrame.new(
+    #     {
+    #       "foo" => [-20.5, Float::NAN, 80.0],
+    #       "bar" => [Float::NAN, 110.0, 25.5],
+    #       "ham" => ["xxx", "yyy", nil],
+    #     }
+    #   )
+    #   lf.drop_nans.collect
+    #   # =>
+    #   # shape: (1, 3)
+    #   # ┌──────┬──────┬──────┐
+    #   # │ foo  ┆ bar  ┆ ham  │
+    #   # │ ---  ┆ ---  ┆ ---  │
+    #   # │ f64  ┆ f64  ┆ str  │
+    #   # ╞══════╪══════╪══════╡
+    #   # │ 80.0 ┆ 25.5 ┆ null │
+    #   # └──────┴──────┴──────┘
+    # @example
+    #   lf.drop_nans(subset: ["bar"]).collect
+    #   # =>
+    #   # shape: (2, 3)
+    #   # ┌──────┬───────┬──────┐
+    #   # │ foo  ┆ bar   ┆ ham  │
+    #   # │ ---  ┆ ---   ┆ ---  │
+    #   # │ f64  ┆ f64   ┆ str  │
+    #   # ╞══════╪═══════╪══════╡
+    #   # │ NaN  ┆ 110.0 ┆ yyy  │
+    #   # │ 80.0 ┆ 25.5  ┆ null │
+    #   # └──────┴───────┴──────┘
+    def drop_nans(subset: nil)
+      selector_subset = nil
+      if !subset.nil?
+        selector_subset = Utils.parse_list_into_selector(subset)._rbselector
+      end
+      _from_rbldf(_ldf.drop_nans(selector_subset))
+    end
+
     # Drop all rows that contain one or more null values.
     #
     # The original order of the remaining rows is preserved.