diff --git a/CMakeLists.txt b/CMakeLists.txt
index f7461dfa7..303efbfed 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -160,6 +160,13 @@ if(MLX_BUILD_CPU)
     message(STATUS "Blas include " ${BLAS_INCLUDE_DIRS})
     target_include_directories(mlx PRIVATE ${BLAS_INCLUDE_DIRS})
     target_link_libraries(mlx PUBLIC ${BLAS_LIBRARIES})
+
+    if(WIN32)
+      find_package(dlfcn-win32 REQUIRED)
+      message(STATUS "dlfcn-win32 lib " ${dlfcn-win32_LIBRARIES})
+      message(STATUS "dlfcn-win32 include " ${dlfcn-win32_INCLUDE_DIRS})
+      target_link_libraries(mlx PUBLIC ${dlfcn-win32_LIBRARIES})
+    endif()
   endif()
 else()
   set(MLX_BUILD_ACCELERATE OFF)