You can blame Ben Franklin for your confusion. Before he became one of the USA's "Founding Fathers," he did some scientific investigation into electricity, specifically what we now know as "static electricity", with charged objects that attract and repel each other. He came up with the idea of an "electric fluid" that was normally distributed evenly. When you rubbed certain objects together, it transferred some of this fluid from one object to the other. One object now had an excess of electric fluid, which he called "positively charged." The other had a deficit of electric fluid, which he called "negatively charged." But he couldn't actually see which way the electric fluid flowed, so he had to guess, and designated one group of objects as "positive" and the others "negative."
It turned out that Franklin's electric fluid was what we now know as a flow of electrons. But he guessed the flow direction wrong. By that time it was too late to get everybody to switch "positive" and "negative," so we're stuck with it!