--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -36,7 +36,11 @@
     set(CMAKE_EXE_LINKER_FLAGS "${CMAKE_EXE_LINKER_FLAGS} /ENTRY:wmainCRTStartup")
 endif()
 
+find_package(PythonInterp)
 if (BUILD_TESTING AND CATCH_BUILD_TESTING AND NOT_SUBPROJECT)
+    if (NOT PYTHONINTERP_FOUND)
+        message(FATAL_ERROR "Python not found, but required for tests")
+    endif()
     add_subdirectory(projects)
 endif()
 
--- a/projects/CMakeLists.txt
+++ b/projects/CMakeLists.txt
@@ -317,7 +317,7 @@
 set_tests_properties(NoTest PROPERTIES PASS_REGULAR_EXPRESSION "No test cases matched")
 
 # AppVeyor has a Python 2.7 in path, but doesn't have .py files as autorunnable
-add_test(NAME ApprovalTests COMMAND python ${CATCH_DIR}/scripts/approvalTests.py $<TARGET_FILE:SelfTest>)
+add_test(NAME ApprovalTests COMMAND ${PYTHON_EXECUTABLE} ${CATCH_DIR}/scripts/approvalTests.py $<TARGET_FILE:SelfTest>)
 set_tests_properties(ApprovalTests PROPERTIES FAIL_REGULAR_EXPRESSION "Results differed")
 
 if (CATCH_USE_VALGRIND)