Most people are still confused by the 'decentralized' nature of bitcoin, so in order for them to be more curious, I'll just say that there isn't a central authority issuing bitcoins, unlike the money that they are using today. So, this would be what I'll tell them: Bitcoin is digital money, but unlike your 'real' money, no central authority issues it, just a group of people with the hardware capabilities to 'mint' new bitcoins by solving complex puzzles. They'd be more interested on the "no central authority" phrase rather than "decentralized" trust me.
This is a great way to explain bitcoin to anyone new to it or basically anyone who is not yet familiar with it. I'm going to use this! Thanks.