Errors opening local Excel files

I often get the following error message when opening an Excel file from my local drive:

"Excel cannot complete this task with available resources. Choose less data or close other applications."

I get this error regardless of how many files or applications I have open.  Can you help me identify root cause of this issue?

Thanks.