By default, GNU make removes intermediate files. Since %.txt depends on %.log, make wants to remove the .log file. To prevent that behavior you mark them as precious with .PRECIOUS or .SECONDARY.
.PRECIOUS: foo.log
Also, you can make it so that no intermediate files are ever removed by using .SECONDARY with no dependencies.
.SECONDARY:
See this section of the GNU make manual.
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