Not sure what you're referring to when you say 'inner part of my eyelids', but perhaps you're referring to the nasal aspect of the eyelids where the punctum (puncti?) is located.
This is where the tears flow out of your eye, into the canal then into your nasal sinuses. Occasionally you can get infections in this location and sometimes just irritation. I'd let an eyemd make that determination.