Is it possible to find and have another patron as a warlock?

I was reading through my player’s handbook, and got to the warlock’s patrons. Then I started to wonder, is it possible to have multiple patrons? If I made a warlock character, and later in the campaign, found for example, a unicorn, could I have made a promise to the creature, in exchange for magic?