In Islam, loans are purely an act of charity. A person lends another person a certain amount of money, and they are not owed anything in return (tangible or intangible) other than that same amount of money.

In general, you're correct. People invest their money, with the possibility of profit or loss. One reason interest is prohibited is that the lender is contractually obligated to a profit regardless of the outcome.