The USA left-back is being considered by United as a potential solution for the injury issues plaguing senior fullback Luke Shaw.
The Sun says United management are willing to splash out on Robinson in January, with Fulham demanding £30m to sell.
The defender famously was set to join AC Milan only for a failed medical to see the deal fall through.
Fulham are reluctant to sell, but will not block Robinson should the right offer arrive.