diff --git a/src/elrail.cpp b/src/elrail.cpp
index 11c6f8953c..435675b153 100644
--- a/src/elrail.cpp
+++ b/src/elrail.cpp
@@ -495,10 +495,13 @@ int32 SettingsDisableElrail(int32 p1)
 		}
 	}
 
-	/* setup total power for trains */
+	/* Fix the total power and acceleration for trains */
 	FOR_ALL_VEHICLES(v) {
-		/* power is cached only for front engines */
-		if (v->type == VEH_TRAIN && IsFrontEngine(v)) TrainPowerChanged(v);
+		/* power and acceleration is cached only for front engines */
+		if (v->type == VEH_TRAIN && IsFrontEngine(v)) {
+			TrainPowerChanged(v);
+			UpdateTrainAcceleration(v);
+		}
 	}
 
 	FOR_ALL_PLAYERS(p) p->avail_railtypes = GetPlayerRailtypes(p->index);
diff --git a/src/openttd.cpp b/src/openttd.cpp
index 3c33f571b4..817aace136 100644
--- a/src/openttd.cpp
+++ b/src/openttd.cpp
@@ -1265,8 +1265,6 @@ static bool InitializeWindowsAndCaches()
 		}
 	}
 
-	InitializeVehicleCaches();
-
 	SetCachedEngineCounts();
 
 	/* Towns have a noise controlled number of airports system
diff --git a/src/vehicle.cpp b/src/vehicle.cpp
index b0ad681137..e8b1e40930 100644
--- a/src/vehicle.cpp
+++ b/src/vehicle.cpp
@@ -275,8 +275,17 @@ void AfterLoadVehicles(bool clear_te_id)
 	}
 
 	FOR_ALL_VEHICLES(v) {
-		assert(v->First() != NULL);
+		assert(v->first != NULL);
 
+		if (v->type == VEH_TRAIN && (IsFrontEngine(v) || IsFreeWagon(v))) {
+			if (IsFrontEngine(v)) v->u.rail.last_speed = v->cur_speed; // update displayed train speed
+			TrainConsistChanged(v);
+		} else if (v->type == VEH_ROAD && IsRoadVehFront(v)) {
+			RoadVehUpdateCache(v);
+		}
+	}
+
+	FOR_ALL_VEHICLES(v) {
 		switch (v->type) {
 			case VEH_ROAD:
 				v->u.road.roadtype = HasBit(EngInfo(v->engine_type)->misc_flags, EF_ROAD_TRAM) ? ROADTYPE_TRAM : ROADTYPE_ROAD;
@@ -312,19 +321,6 @@ void AfterLoadVehicles(bool clear_te_id)
 	}
 }
 
-void InitializeVehicleCaches()
-{
-	Vehicle *v;
-	FOR_ALL_VEHICLES(v) {
-		if (v->type == VEH_TRAIN && (IsFrontEngine(v) || IsFreeWagon(v))) {
-			if (IsFrontEngine(v)) v->u.rail.last_speed = v->cur_speed; // update displayed train speed
-			TrainConsistChanged(v);
-		} else if (v->type == VEH_ROAD && IsRoadVehFront(v)) {
-			RoadVehUpdateCache(v);
-		}
-	}
-}
-
 Vehicle::Vehicle()
 {
 	this->type               = VEH_INVALID;
diff --git a/src/vehicle_base.h b/src/vehicle_base.h
index c7b09b88be..0defc9566e 100644
--- a/src/vehicle_base.h
+++ b/src/vehicle_base.h
@@ -191,7 +191,6 @@ DECLARE_OLD_POOL(Vehicle, Vehicle, 9, 125)
 struct SaveLoad;
 extern const SaveLoad *GetVehicleDescription(VehicleType vt);
 extern void AfterLoadVehicles(bool clear_te_id);
-extern void InitializeVehicleCaches();
 struct LoadgameState;
 extern bool LoadOldVehicle(LoadgameState *ls, int num);