diff --git a/erizo/src/erizo/pipeline/Pipeline-inl.h b/erizo/src/erizo/pipeline/Pipeline-inl.h
index f816b68ba4..521311bce7 100644
--- a/erizo/src/erizo/pipeline/Pipeline-inl.h
+++ b/erizo/src/erizo/pipeline/Pipeline-inl.h
@@ -63,10 +63,6 @@ PipelineBase& PipelineBase::removeHelper(H* handler, bool checkEqual) {
     }
   }
 
-  if (!removed) {
-    throw std::invalid_argument("No such handler in pipeline");
-  }
-
   return *this;
 }
 
@@ -189,10 +185,6 @@ void PipelineBase::removeService() {
       }
     }
   }
-
-  if (!removed) {
-    throw std::invalid_argument("No such handler in pipeline");
-  }
 }
 
 
diff --git a/erizo/src/erizo/pipeline/Pipeline.cpp b/erizo/src/erizo/pipeline/Pipeline.cpp
index 6d15df0fed..e1a1e31eea 100644
--- a/erizo/src/erizo/pipeline/Pipeline.cpp
+++ b/erizo/src/erizo/pipeline/Pipeline.cpp
@@ -37,7 +37,7 @@ PipelineBase::ContextIterator PipelineBase::removeAt(
 
 PipelineBase& PipelineBase::removeFront() {
   if (ctxs_.empty()) {
-    throw std::invalid_argument("No handlers in pipeline");
+    return *this;
   }
   removeAt(ctxs_.begin());
   return *this;
@@ -45,7 +45,7 @@ PipelineBase& PipelineBase::removeFront() {
 
 PipelineBase& PipelineBase::removeBack() {
   if (ctxs_.empty()) {
-    throw std::invalid_argument("No handlers in pipeline");
+    return *this;
   }
   removeAt(--ctxs_.end());
   return *this;
diff --git a/erizo/src/erizo/thread/Scheduler.cpp b/erizo/src/erizo/thread/Scheduler.cpp
index 4d19d7f0fd..a5fba22fdd 100644
--- a/erizo/src/erizo/thread/Scheduler.cpp
+++ b/erizo/src/erizo/thread/Scheduler.cpp
@@ -48,7 +48,7 @@ void Scheduler::serviceQueue() {
       lock.lock();
     } catch (...) {
       --n_threads_servicing_queue_;
-      throw;
+      assert(false && "An exception has been thrown inside Scheduler");
     }
   }
   --n_threads_servicing_queue_;