"Interest" is a percentage that someone earns by lending money.
When you put your money in a bank, you're essentially lending the bank money. For some kinds of bank accounts, the bank promises to pay you interest on that money. For example, your savings account might pay 1% per year.
We say that you've "earned interest on" your money when you make money this way.