MySql adaptive IDs

I have a table set up with an auto increasing ID. Lets say I have the IDs 1, 2, 3, 4 and 5. When I remove ID number 3, I want ID 4 to drop down to 3, and ID 5 to drop down to 4.

Is this possible? How is this done?