What styles did you use in InDesign.
Don't use Word styles in InDesign.
In haste – have a look at Style Mapping.
When you place the Word file in InDesign make sure Show Import Options is ticked then have a look at Customise Styles Import > Style Mapping
Sounds like you have a blue, underlined character style set as default for new text frames.