Yes, guitar blisters turn into calluses over time. When the skin heals from the blister, it will harden and turn into a callus. As you continue to play guitar, these calluses form across all your fingertips and help protect against future blisters. But this is a gradual process and requires time and patience for the skin to heal properly.