Você pode tentar adicionar citações
"SELECT * FROM Rest_Category
INNER JOIN Rest_Details
ON Rest_Category.CategoryID = Rest_Details.Cat_ID
INNER JOIN Delivery_Pcode
ON Delivery_Pcode.Restaurant_ID = Rest_Details.Resturant_ID
WHERE Delivery_Pcode.Pcode= '$searchq'";
ou (antes de uma limpeza de entrada adequada)
"SELECT * FROM Rest_Category
INNER JOIN Rest_Details
ON Rest_Category.CategoryID = Rest_Details.Cat_ID
INNER JOIN Delivery_Pcode
ON Delivery_Pcode.Restaurant_ID = Rest_Details.Resturant_ID
WHERE Delivery_Pcode.Pcode= '" . $searchq ."';";