T-SQL Query to Find the Second Lowest Column Value in a Table

After reading my earlier post "T-SQL Query to Find the Second Highest Column Value in a Table" a lot of users asked me to also help them with writing a query to find the second lowest column value in a table. Read this post for the solution.