User has Access connections saved in Connection Manager. These database files were migrated from network path to another and so the connections were no longer valid. Toad startups slow and attempts to validate each of these connections at startup even though Auto Connect is not turned on.
Remove connections from Connection Manager
Waiting for fix to be released in a future version of Toad for Data Analysts.