Its symbolic. Like Santa Claus is fat. Buddha is shown to be fat to show abundance, a giving nature. In Hinduism, there is a concept of padmanabha — lotus naveled. It also means enlightened. The elephant god Ganesha is depicted with a huge belly too. Its symbolic and probably doesn’t represent how he actually looked.

BTW, did you wonder why his ears are so stretched and long?