The GUI-way solved the issue writing to the filetypes.julia: 
```
[build-menu]
## USE the Geany MENU: 
#                                               »Build  »Set Build Commands 
# to configure the      filetypes.julia file
# %f will be replaced by the complete filename
# %e will be replaced by the filename without extension
# (use only one of it at one time)
EX_00_CM=julia %f
EX_00_LB=_Execute
EX_00_WD=
```
(The comments are changed manually by editing the text)

This solved the issue and now Julia scripts run as Python scripts do. Thanks 
for the very fast response :) which solved the issue. 

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